{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 847,
   "metadata": {},
   "outputs": [],
   "source": [
    "from PIL import Image\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "import collections\n",
    "from mpl_toolkits.mplot3d import Axes3D  \n",
    "from sklearn.cluster import KMeans\n",
    "\n",
    "n_clusters=8 #number of Cluster"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 848,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f67396e14e0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "INPUT=np.array(Image.open('/home/dedekinds/deep-photo-styletransfer-tf/examples/input/gl.jpg'))\n",
    "plt.imshow(INPUT)\n",
    "plt.axis('off')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 849,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f673a2ac828>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "OUTPUT=np.array(Image.open('/home/dedekinds/deep-photo-styletransfer-tf/examples/style/xfd.jpg'))\n",
    "plt.imshow(OUTPUT)\n",
    "plt.axis('off')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 850,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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4cSMg4sVDOnkE8NFKIxp0aNGhQftD7FjEQhwKCgZMKMgIiGj472xFQofA7go8i8WyVzhPlmU8Hg8ejyeaXvrII4+wceNGjEYj9957LyUlJcyePXuf5zVAXV0dF198Mc3NzYiiyJVXXsn111/PXXfdxQsvvBD9nO6//35OOukkAB544AFefPFFJEniiSee4Pjjjx/y96kKuQ+6txJcv349U6dOHfIUOxQKUVdXh9vtJhgMMnXq1CFPjyVJ2qu94WCJ9MOI3ESsqKhAr9dTUlIyoLacB3KEPFgURWHr1q10dnaSl5dHdnY2brcbs9m8z8qyrVu30t7ezvDhw3v08d3zeCIZHwkJCT1e0+/3R1PzOjs7cbvdKIqC0WjsEfYwGo2Dfk/7Qzgc7vG+N23axKOPz6XLFUQjiUydOJob/3wddrudF199k+IZp9FcX4ltVwVryhx0hmpYVXoXcx64mzWr1/DKU68RQzwexc2qw1axcd0mJqQdRmNHHdZAPL62ELGkoWjD2H0dVFfXQKAGQRYJ4EdARELChxcBARNWOmnBi5sEUpEQ6aLtBylrAIUAAcxYMWGlgSq8uKilHBEJmTCNVBCi73O+u6gj9xVeeukl5s+fT3NzM0VFRWzZsoXp06f3K2SNRsMjjzzCxIkTcTqdTJo0idmzZwPw5z//mZtuuqnH47dt28abb77J1q1baWxs5Nhjj2XXrl1DnlWpQt6D7sUc8N9S5aHIIxgMUlNTQ0tLC5mZmZjN5iE1l+9O5Hj2B0EQcDgcNDQ0YDQaByzi7s/vrx/ygdhPdxRFoaysjNdem0/59g9IT/GxeVsQQUqjsCAFrS6WE066kPXrvqWjs42S4nFceNHF6HQ6Hnv0Pmzt3zB2VBIfLg5y/kV/ZcqUKQN63chxGgwGDAZDj4wPRVGiGR8ul4vW1tbo/7du3doj7PFjFU50v8H28isLePqFl1DMmSRmFZE/ooANO9awbNlHFBWNRGe0YjRb2bF5LdmjZ+H3uckdOYaq7WsoLS3l3y++wfjk6Zj0JmRZZnXplzj8TvQpepweFwbFRBAXOkmPVtJiVzrBDzrFSBA/SaSRQiZO7DRQRZggyaSjQUcHTYQJoMOCDj0NVKHHgIKCFxcCYCUOExY6aaGTZjw4UZDx4h7SZ+N0OikqKuKss84a8HPS09NJT08HwGq1UlxcTENDQ5+PX7x4Meeddx56vZ5hw4ZRWFjImjVrmDFjxpCOWRUyfRdzDPUC8vv90T4T2dnZ0T4TjY2N+914JtJcaCgoikJ7ezs1NTVoNBrGjRs3qDzQCIMJWXi9XjweD2azma+++gq7zcbwESNobKxn9berKC+bwKmnnY5er+9zH+3t7Vx5+Tn43GUYDUH0Ovj9xYlU1kg8+0oNF58pUlYd4P57LqW4UEtDk5/N373NS/MfIr9wMp2tqynIM9LUFObq343kmVcfZ8qU1wb9vvdEEARMJhMmkyk6lQVYs2YNubm5uN1uHA5Hj3zcPVPz9revceSmXkVFBR98vBJzQjYx2ePRm+PYWVZJTloe1TV1HHXUkSgBN51tTciyjM/nwe20s3X7DrwdnXi9XuSwjFFn3D07lMOYtCaShyWw5Mv3CdgC2DxdmOQYREVDY7iGLqUVixKLV3DjV3zIKNjoQI8xGoIwYMKHFy06kshAg5ZEUtnKOkzE4MaNASMhguxkExIatOjRoEFBIUwICS1hBr9Czf5mWVRXV7NhwwamTZtGaWkpc+fO5dVXX2Xy5Mk88sgjxMfH09DQwPTp06PPycrK2qfA++N/WsgHcmUO2J0CVFVVRVdXF7m5uXv1mYjEf4dacQRDGyFHRFxRUYHZbCY7OxtgUDJWFIWGhoZoxdTHHy9h+/ZNzJhxJMXFxb0+Z+mS91n03vMY9Apbt9WRlWpnZKHIs095SUhI5vKLCqio3sGcBzdw2+33Y7fbWbjwZdpb68jJLWbW0Sei1+v5663XkxJXzg23xaORZD5Z6ebJeTZ+e7qFxEQRt9PJx8sb+MsfYhiRr2VYjo5b72tHI/lZt+lzHrs7lbwcHe8uaWHhu110tKf+qB3ZIo2V9px19NXcR5KkHmGPwTRjigi5ra0NozWBOJ1CV2sNGSNSCYfDdDRWkTNtFlarlVtvuo6H/vUkYW8HO75ZTO6YI7F1dtC4fQPN00YwcvRIlq14n+q6SgLBABqjxGnDTyWs8SPFiegNEg0dlcghhRABZMCDB1kJY8SECzsOOgngI0gIUJAJo0dPCAMyYQLICAiIiHhx/vDTgxEzEhImLBQyBpAJEaSCbYTwDul7cDgcQ76p53K5OPPMM3nssceIiYnh6quv5o477kAQBO644w5uvPFG5s+f3+sMb3/Oq/9JIUdS18Lh8IBX5tjXBex2u6mqqsLpdDJs2DCKiop6feyBEPJgRsjd19GzWCyMHTsWk8lEc3Mzbvd/p4Ht7e1s3ryZFcsX09lRR2JyJpdc+ifq6uqw2WwMGzaM+fOfZuP6jwiHgtjsIU4+PhNDVhp/+P0jJCalk59fxJW/vyUaktmxYwcrPnmeR+/Jx+ft4s3/bKO6PsyNVydw/FEG/vz3ZkpGjuGE2Rn89Z7tbNu2jddfe4rDJ9s5ZnoMDzzyDIvfnUt2djZffLmev15voahQi80eYvokA68udNLWEaa5LUR9UwCNRiE+ViQuViIuTiI1ScRqkWjvVPD5ZTrtfqwWhZWlrSjC7myS7pWBPwV9NfeJrBTicrl6bcbUXdZ7njsRIefm5uJ3tpNbcgS2NSvZuup1lICLI35zIiedeCIAY8aM4aUXnub999/n2VffQwx1otPpOP7MS1iz/muuufIS3nn1PfKUYqymWDo0TSx6azGnTj6LnLQ8mrrqeXnZPCQk4knCgwcvLrIpJIVMHHSxi82ICBgxESZIKw1YiKWDFoyYfpC4E/EH+YYI4cODnU4UwijI+HCjx4gbBxGpDwW73T6kEXIwGOTMM8/kggsu4IwzzgDokZFyxRVXcPLJJwO7R8R1dXXR39XX15ORkTGk44X/MSEPdWWOyBR9z0B9pNWkz+cjPz+fUaNG9bt0z4HIkBhIxV9rayuVlZVYrdaoiL8uLaW09GOCwTDTph9NQUEBGzdu5MnHbqW5qYLDpiicc3EhDlczV15+KtMnp1Iy0sgNj1chKp3MfSCbhFgP817r5P2PK1m3sYXf/sZK4TA77bbN3HrzJdx0yxxWfPouu3ZuJzHOQXycns01zRw5w8iG5/3EWERGFujQamBHWQe5uZkYjRJVVVXEWdo485SRvPdBGRNGw5GHW8jNSWXTRoV1G71ceJaVQEDm4889jBul47zfWCmrDDJ3ficCEtvLZOJiQsiywo7yADmZWoJBhbaOMHPn2ynI0zG2WM/OSg/ffPNN9KLqj46OjugKLJH44r4++8HS10oh3TM+mpqacLvdhMPhHs2YvF4vGo2GlJQUbrnhDzzy+FNYtEGyClK5/tq7mDRp0l7n5JatW/H4wwwvnsCwYbkEfB60Gi27du4iw5RDUWIxPp+PjsY23H4P765ciMUQg6iHOBIxYCJMiBABJDSkkPlDwUc1GjTkMZIkMmiihlbqAYF4kmihAQ8uZGTiSESPkQR0uHESwE8aWRixUE8lfjwE8BMkiBY9sUn7vhnXG3a7fdDNvBRF4bLLLqO4uJgbbrghur2pqSn63b/33nuMHj0agFNPPZXzzz+fG264gcbGRsrKypg6deqgjzXC/4SQh1rMEUGj0fSoi7fb7VRUVCDLMvn5+cTHxw9omnIgUtb6q/iLFJrExMQwfvz46F3/zz//nHfevJcLzkqgs8vDvOdLKSgo4Kkn/sE1l8bx9Asyt/85i63b2ynMszA8z80ZJ6cwZWIKC9/dwagRIhmpMiajyPVXxPPRZx6M+gAlw2WyMmUmjhNZtryK22+7jNv+lM+IzHrefLee516S+dWMWFav8yNKAp02mRf+bcPlltm6tYEN3weprEnkpNNy2LBmd+ZHbb2NGZONhAJ+ysu2cPapVl58vYuLrmlClKClNcx1V8SRlaFhRIGOT7/wYPMUsH57Bm+89y1utw9BFOiyiYwfl8Gcp2s57zcWjj4ilhGFiTzzUhPffrNyQEL++uuvuX/O4+jMCfhcnVx16YWcduopfT7+QIZC9mzGFNl/92ZMnZ2dBAIBmpubMRqN3HPn7YiiSHJycq+ZJy/Mm8+WynaCPjfbN6+hYudGko1hrrjoTMLhED7Fg8/vo7W5lcZANZliPglSKo5AFw3ecjRokZFx4yCTYTRSgwsHLdRhwooOA1biEBDIJp9W6mmnCYnd146VOOy0EyRAOy0oP4QmdBhoo4l4kjBhxYMDEQ0CIUKEOPbYYwf9+Q1FyKWlpSxYsIAxY8Ywfvx4YHeK2xtvvMHGjRsRBIG8vDyee+45AEaNGsU555xDSUkJGo2Gp556ar/y1n/RQj5QOcQRIUdaYIqi2Gufif6QJCl6LEOltxtq3UUcGxvbQ8QRPvnoDa65LJ0xJQkEAkG67Lv4dPkyXK5OxhSPIhQCt1vBbBZxu7243TJGo4bHn92IKHho7whR1+AkJUlLbX0Ao1EEFPwBmdQUIwa9nubWAFZjO1u+9zFxrMg5p5q477HtLP8shp1lbswmmZPOr8XrBa1WZP7rTYwocGK2BnjiiTmkpWTx9Is7sdmDLFrawjmnxZKbJfLtOgWnS8YfAH8gTDiskBAnYjaJbN8VwOsXSU818NDDLxIOh6moqKChoYG1qz+jvmknbk8rMVYdSYlmGpu9pKdacYb7L8Tx+Xw8MOcxCqacSkxCCl63k+fmv8bUKZP7HCn/WLFpl8vFBx8uoaWljeKiEcyefSyJiYkIwu7VrdPS0vD5fFFR19bW7tWMSZZlFi9ZxvQTL2XUNJGKbeup3vEdp5z6G0444Xj8fj9vz3iH774oxRcI4VU8FFrHE2OIJ+gMoAnpcGFHRsb8Q7ghiJ8qtiGiwYwFN47oTTzfD2XQAfwoKBgxY8aKiIiNDqzE4sOLDw8yMgoyTmyA8kPKm4yEhAaJ6667btCfWSQdcjDMnDmz11lOJOe4N26//fYD1nP5FylkRVFwuVz4/f7oKGGoF0kk+2LTpk2YzWZGjhzZby5jXwxkhNzc3Mz7i97C7bEzfsJMjjpqVo9j774PRVFobm7ePd2Pi+tR8RcKhXj11XmsW/0pBqMZu92OIOy+ySQIIAq7V/1NzyygdHULp5w4gtvu3UVOpkiHQ0tto5GycjtlZY08dGcmDz/dxFuLnIgirN8c4uTjE/n4s04eebaL6rowS1d4CYXCnHi0EafLw4fLFc49zUxRoZ6dFW6KivIpr/ah+OsZVaQnJ1PLxi1eqmvdZGZU096xk03fgd6YTNHIErZuqUEhiCj6qakNMHWCgcfvS6G+McTt97fxyltORhfrKa8KEQwqiNJ/11ubPHkykydP5rTTTsPr9bJkyQd89dkjTJ2ShEajY8M2O9OPmNbv92Wz2VAELTEJu3NbjWYrBksCra2tP6mQA4EAd959H61uDbGJ6Xzz1lJq6+q54vJLozHk7s2Yumd8RJoxLV26lOfnL6C2qYOWN55lzORfkZCaR2dTFenp6dTW1tLU1MSNt97AVzO/4plHn8HQYUSj1WL3tOPwdhDAj1YwEJTCeEJegtShw4gXF1p0BAj+UOq8O6XNSRc+vCSTQQct7I4Hy+jQIyHhwoFMmCQycGND+qF8WkAgSAArcWgFLamFyYO+5iJSPRiKdwbDL0rIkWKOSP+Crq4uRo4cOaR9RUad1dXVhEIh8vPz9ytYD/0LuaOjg7//7Rqmjm0lJ1Hm9VcW09V5K2eceXb0MYIgsGHDBtauXY0sw6xZs5g4ceJepdcLFrxIU83b3HlTDu2dPm75Rx2PPm3g8ouD2Lq8vP+xn/sfPJbZs0/iwQduxe9z0NCYTEzKLI4+4WjOuziFB/95O3ohBGIcTzw0hRWravjbvRvJzsnl/Y8amDA2h/KqLl5Z6MDjCXHXzUnodSLDckTm/dvB/Y93cc0lCfz1vg4uvSCN+x9tJylOx/xHMwjLYb5d7+HPd7Rx9OFajj4iBrNJ5L7H7FjMDSiIBEM6jEYtRx1xqyZLAAAgAElEQVRu4P1l9fgDAlqNhsOmGCnI0xIMiUweb2HOU27OOOuqXqeKRqORX//6FMrLd3L/E6uBEMfM/i0nnNh/uCIhIQGDVqCtsYrkjGE4OlsJerrIysrq8zn7K+Suri5ef+MtGppaKCkewTlnncmOHTto7PAwduZpCIJAWnYBy5a/xkUXnt9vLwtRFHn73fd46LHniEnOxWAOY4zP5uuP/kO8JhZCHh64bw5On5fU3GJaG2uoLttKWJYJBwPYOpaiQUdQDCJrRPQaC8lCEsGQHRc2tGgwkEwAH520kM1wPDjw4yOBVAL4iSORAH5SyUJAJIifNpqIIQE/HhTCxBBPBsMICyEcig1NnMDM4qMwxumpCuwY0sIO+7syz8/BL0LIexZz7E9DeFmWaW5uprq6mri4OMaNG0d9ff2AMyPC4TDvvbeITRu+JyMznfMvOC8a2uhPyKWlpWQklXHMTCPxsVrSU2TuefQ+Tj/jrGh13ZNPPEz59kXMnG5lexl8utxFSckte+1r7bfLufOmHDLSzWSkm/m/81L5vmIiK74JIQgazr9oarTh/eNPvkpXV1e0ZSXsnq6PGzeJ9xdt5I77KzjrNyINDY2EwyEcDg9Ot4a7b5/OvFe24HTUsmGzm8OnJtLQHKSu0YVGIzBlvBGPG7IyY9HpjKSlp5OT0kjwh48gPUUCAY4+wkhWupbEBA1HTNOx4qsGRuaHOXJ6AIMBHnu2kdoGhTlPdTG2RM+nX3hISU3n5BOm8uW3zeQPT+GEE07s83MVBIGTTjqNW275W/T/A0Gn03H3nX/l7/+4n/qtXyLIAW67+U8kJib2uRrFvoSsKApOpxOdTtdr7xKv18tVV1+LzS+Rlj2cqs+/o76+geNnH4MoStH9iqIE7D4f+hNyWVkZi5asIGf88SRnFeJob6R87YeYvTqGZWfSKrhxKkYCei+1dbW01dcSlmV0lkS0AbC4dXiMQWKy8lE0Ev7mOizeGIxCPC7FhoCIhRh8eGih/ocCkXSCBHDjwEosIhJ+vLTTiJmY6Mg41hhLDMOo81fgUdxUC9sx62MQDDLxGYm4YjvxGuDc884ZdAXkYHt8HCwc0kKO3ODoLYdYq9XutejhvpBlmYaGBmpra0lKSmLSpElROUViyAPh8ceeZMVHa8lILmL75s18+80annvhKQwGQ79CbmlpAcXD8PzdU+TCfAGXa3elXzgcprS0lCUfPM+dN1pJStTx6+MKuf3+FdTUnEdeXl6PfRlNFto6fGSkm3G7g6zfZCM1K5E/XnstgUCAnTt3Rh8riuJeKWCvvPIcfsdH/PVPGTQ2dfHU82vptME9t2ZjcwT5/MsQv//zcsYUx3PkYYl4vCKvv+fm+KNjqKz18XlpmNws+OATO2NGp/PkvEYuv/J2nn+6jPWbZRLiZJav9BAIKDQ0hUmIkzB4QtQ2hHC5wtx4dQrBYBhRCnHYFAP+QAiXL473lnlw+4x8sDyWjTvs5OVN5K9/u25AN1KGcoGWlJTw+oL5dHR0EB8fjyiKPPbEXD5b9RV6nY7fXXAuJ5/86+jj+xKyw+FgziOPsbO8BkWROe/MUzjjjNMRBIFAIEBDQwNPPvUM22vaScoZxY7t31M4vIg167/nkt9dRIxepuz71cQlpdNUtZWZMyZjMpn6FXJ7ezsxiRkEgyIBnxe9OYaA1026IZEO2YYubSRCIIhBq6dh00dIBhPW2CTcrTUkBdMIiWHis0dhjM/AhwezFIu9bAsaZXcTIDcODJjx4yVEkC5a6aKNMCEUZJJIo50WfHhxYkdHOyajiSRdCi5tF9oYSBLiSTKVMHnEFERBpKq9nLOuPo3Ro0eTmJjItm3bBn2jzOFwDDm0+HNySAu5e/PxPS+CgUo0FApRX19PQ0MDqampvfaZGOjNOL/fz4fvf8TMCRei0ejIZiTrtn7A5s2bmTp1KhqNZp99KMaMGcPrrwZZsryT9FQdCxfb0BssvPzyywwfPpwVyxeRmhRm+mQLPl+YyqqtWMxxeL17J86fdc5V3PPwTYwtqWb5Z9VIokLMrpeord3BnXc91GsuczAYZMuWLQSDQT5YtIDC3BaWfy4jSQomo4AoSry1qI0p43XkZIm8t8xGdb2Osgo3115VzBdfO7n+rw2YY4YzauwMVq9egdUUoKa6CV/AyKqVy7n89/fz6Lx/0tpc9kPsU8s9/+pk4hg9Xp9Mc5tMMKTFajXh9TpIToqltsFJfJzCxk3NTJ1o5vSTkmjt1GPzpHP+hb9Hr9fvJaZIjw6LxUJubm6/392+0Ol0pKWlsWLFCp59/kVqmzr51an/h6TR8sKCt0lNTYmWYvcl5HnzX6bBITLpuAsJ+L0s/GAJw4blkZWVxV33PEBDSyfbd5aRXnIUGQVjsHdkU/rZq+gkhTfe+g9/v/0W3n53Ec2ttZw8axJnnXk60H/7zYyMDAKudlJTk/n6szfw+z042xsRYsLIXVp8HS3EZ4+hc9fXiFoDeksi7vYaJK0BrWghEOwirBXQxMRhxIwrUANaDUJIR3uoFj0mAnhx4cCLGw16ECVCmjDBgAsPTrToMWBkjHEyuWl5VIV3csyk43HEtfHQY/+koaGBB+56kGZnAwHZz4hp+Rx77LHR63Aoy1TZbLZDrhcyHOJChr7LePsbIQeDQWpra2lubiYjI4Np06b1GZbQaDT4/XuvarAniqKgAILw35NH4L/9GvobIU+aNImikiNY+MEmYq1BbHYBl9OHEPiMl+ctoL29jQljrCxeZmPWzFjWbbBRVRvbY3RcWVnJ0g/f4dMVSzDpAyz6sIHkxACXX5iOz6/w6sKlLHxrIuMnTOzx2l6vl/vu+QsSFVhMItt3ljF5jJV//CWNcDjMg0+08vaHLsaNkqip93PKcWbcHoWPVnqoqBa484GtuNwKxaOP46hZJ/Ddt89SkCOj10lceXEsOq2eu/+1kMlTZnDkrNPYvO5Z/nRlEp+sdLJgYRvLVwVANHLu6XnMmJrG3Bc3MGJYmDUbuzhulpnRxck8+HgtkycM44pLJiLLCjfesY3y8nKSkpKihS5Go5HW1lb+8+bjlIzU0NYeJj55CkcfM7Cc47545dUFPPr0fDRx2QRFC0ten8sZl/6FuMyRbP5+6z6F7HA42LBpC/mTfr27gZHBhDUph6qqahZ/uIywOYvCCeNpdYRRBA2NNbsIhsLoTPGMn3Esa7fWERf7Kdf+4eq9jqu/qXlubi4X//YM/nLbnZgS83HW7EBnSUKbORpB1CB4Omna+hnhcBBR1BL02JHDQQyxybS11SMhEuqqx5iQgUZrwNVei8ffhE/rhJAXFza6aCVMCAEJTWoamcNmUle2AsELh0+bTMvWdnKsBfjtIYSQhM/vo6x1B786bDqKopCVlcUD/7qPyspK9Ho9I0aM2O+Wp0MtCvm5OeSF3Bd9iToQCFBdXU1bWxvZ2dlMnz693y9fo9H0qGzrC4PBwOzjjuKbLz4mK7WELkcTphiiSeT9jbQlSeLa62/n1Zefw++30dpVzkN3p/Pp59Ucc0SYpZ+EmDZR4O3323nzvTYam2Uyc/Jpbm5m1arllJdtZ9uWrznlOJEzj+/iqzVhrOYw1/xfLL86zEB8nBWvN8jX365k7LjxPV572dIPSU+q4NorRiIIAt+uXkd8rMC2XR5crhCFw7SMLtJxxQVWlqxwU1UbZNZMAxu3dJGTZaVoZC4nn1DAo892Uluzk6w0J2vXebjh93HMnGogGNRw1UUJfLryA9zudv524yTe+2AjO3a5uO5yC5u3h9i0PQlfeBQL36/G5szj1be3cel5es49NQaPN8z5Z8SyabsDSRSRRDCbNOzatZOqyp3k5Bbyq1/9Cp/Px/wXH+ayCyyMGhlLIBjkoSc+Z+3aVBITE6OVb3vOgjo7O1m9ejUAM2bM2OtifuzJuRROnU1iiplAENZ9tpIdG75CI4nEx//3xnF3ISuKwptvLeSdxcuoqKyi0W3gqNm/RqfV4upqJjFxGtU1deRN+jWSpEEI+1ACLkS9Hp+tnfjYGCZMmoLbaWf1+lL+73cX7XXO9Dd6/HzlSt565328Pj9NW0pBkLCmDMPVXo3P3oashIhJL0QOhfDaWzAnZqPRmwl67ZjGFdG6ZRWJlmQc9TsQRQ1anQVLcgHagILZG6CZOhRAg4EkIYmuoI/GilUocpiE9HxGlIwi3tRMrrYQe5uTtdu/JWj2kTcxkwmTJ7B+/Xpgdz/juLg4LBYLgUBgv5sxHYq9kOEXLOQ9v8zufSZycnKiDX8GwkDDHy0tLZxw4nHExMZQWV5N/pgcLrnkb9FcyL5GyLIsU19fT11dHSkpKdxz38NotVouu+Rk4mJ1OJx27r01g207HCxc3EV+rsS2XTJTJ2YxY7qGq686m/POSCXsaeGEIx2MK4ll+LAkcnO8XHdbGx6vgcpqGxqNi3A4TFxsfC/9kJspHm6Kfm4zpmaydkMth08x4vPL7KgIUlYV4q6HO7GaJQqGCVRUhzh8soGK2iBl5S3EWIvx+jy43UG6HF0IgkinLUwopNBp8+P1iVitMXi9NhKT0lnxxZc8NycJWRY461QLt93bjCUmkzvufJiysjJuvfligmE3dY0h/AEFRC2VNS7KK+1s2NzB2u/asJoXMX6Mha8+W0RF+VYuv+KPeD12Jo4djtG4+/QeU9JBu9uHIAjRpbIizegtFgsul4u/3HYHmHbH7uc+O4+XXnimxxJRHreT1BQLBpMBp9uN0SRRvvlrxo0uJjMjIzpF7i7kjRs38u7SlYw96lxGTHWydOELfPh6NX63HUmEV17zYTHpaa7dxbCiicyc/Rs+fvt5jDoNCDpOOPdqJEmDy95JQh9y2VfIYseOHTz61Iv4ZQ1BQUfS8Gl4OupxtdeiM1mJzRiBpDOhN8fiaC4nY+xsCIcwxKZib9yBpDNgTMnC7WgiKXs84aCXjsYthH0etO4QPsCIFZkQSVIW7nAXGncYqyGJTrENc2wSMVYrl955Ic8/+QJdwS5OveoELr3ikr3WSexrcVSz2UwgEKCjo2NQzZgOxeWb4Bcg5P6+HI/HQ1VVFQ6Hg7y8vD77TOyLgeQPz5s3j+efeRWLMQG9SeCmW67lmGOO3ms/69at47UFb6LX6zjr7NOxWq3U1dX1Gr8eWTSRTz77EkGATVvdgMwzczKprfei1Zp4/jUfVrNEVpqNyy6cyRPPusjPC+Hzeunogm/W2hmer+WLb70Mz9dRUeVlwX+c3HbHyXslvxcOH82Kjz5k6kQvoZAXr0/LtjKRJ+d76LL5sTtCvPREBvExIg/ObeOtRQ4uvzCe2BhoaPFRWe3gtYUVjB13BFpdPP9Z4kIjKTw0t4vm1jCSJPLJF1Yu+r9fASHmPPlvXO4wiiygoMGg16DVBvn8039TX7ueopJfcfbpw9i0qZrGVj0JcRre/qCFrLzjmfe6gqgtoGi4k1uuL0aSRI4+IsQ1Ny/lzLMuID9/NB99WsZvTh5GR6ePT1Z2kZvfQVNTU7SUuHvF2zPPvYASM4yc4t25ybXbvuGRfz3GTTf+OdrjuHBYGlu++ZTCsdOw2zrwtlVSUjwBl1/hyRf/gxKwc8etN5KVlRU9v6qrqzHEpqPVGdDpDZx4zhUsfukhJh11OiUTZtDZ1kjVhuXE+AJsWlVJKODj2qsu4bfnncPf7ryHyu+/RqM3EnQ08sfbb+5xTs9/+RU2fb8dEYUb/3wtI0aMiP5eURTefucdbv3rHXhDGkSNHgQBW/02FDmMHPIiapMRtQYURQYEwqEABnMCAa+DoNeBqNHjs7cgafRozEm01q4j4HUgCBKhsJeQSYs1MRdveyN6jwab3IqilUgOp+D2OpGsGrzNNbTVZZGXl8e/nnqkz2unez/j7j0jwuEwdrsdu92+z2ZMvc141BHyQYbL5cLr9bJ582by8/MpKSkZ8hSovxHykiVLuO/uRynJ+TVajZ6Q38Ejc55kypTJPRrJlJaW8vwz/6Z42ExcbjtXfnQt99z/N4444oheG9b//uqbeHiOk2/WVdHe3sTIQhOBoIQkSUybHMfTL9WzdkN7dB2+I2dm8+SzDRw+VUtrp8SiZV1cfJaZsCyx4G0/breM1RrTa2w9OzsbT3AE517+NV6PH7M1Ea1Oh0ano6zKyWXnm2lu8dPYvDudbfNWP7Iss+LLIFdcEM8/53bR6RrD2SedwnNP/YU/XJJIdqaOh59q5vkFLgw6geOOzWLN1y8xetxvOPaEm1n+2VU8/Kyd66/M4PV3mtixK8Bz/zoMsyWeW/7xPpnpRm7442Es/7yK5au6iEmYzJyHn0QQBLZv387bb+xAknaPDvV6Cb1BJBgMctkVf+bJJ+5l6WdbqKvvJDVJIDd1LR99sIEN3x3D5Vf8MdqMXhRFvt+yGa8xn+amOmLjEolLysDpbsXpdNLU1ITP5+P88y/jlZcfpXbjUlBgZGEuHQ4/M0+5EIPRTGtjNY889hT/mnM/giDw/fffM++lBdS2urAHtYwZPZq2xloMJgujJh4GQGJKJi1x6Vz5u9+QmpqKxWL574oU99xJaWkpO3bsICtrfI+MgUcff5ItNTZyRxxBXdUu7rznnzzxrwex2+0oisLXX3/N3f98FJcfJElA0ptAEAgFPMRnjUYO+/F0NdFWvhq9OQ5N7jh0pljaK9cRl1GELIdpr1yLHA6h1ZsJep0EvA4M1mTCIT9hh4ei436PJGkIB31UfrMQp62VRFKwBZvRmCUOLxjPuIKJVHdURG9qDxZJkqJVhoWFhdHt/TVjWrduHbt27erxnP7oa6WQzs5Ozj33XKqrq8nLy2PhwoXEx8ejKArXX389S5cuxWQy8fLLLzNx4sT+X6i/93zXXXcN5vGDevBPQaSFZgSHw8G2bdtobW1FFEUmTpxIbGzsfsWjIhVxfRWG3HLz7ficWvKzpmDQmwkEQnTYqxC1Yfx+PyaTCYPBwMNzHscs5hMfk05ifAYCGgyWEDNmTO91v3q9nllHn8DpZ1xEYyt88eVmZkzNwmo1smhJC1+sDhKbMBFvwErQ30lSooHN2/ys2xyHoplMWsZYujqrufGaTE47IZmWNgW704TJWsjyjxezcWMpbW02Plr2IW/8+0HiYnZX5p17ehaTxgZpa21DK/pJTxFJSpQ49kgTAiIVtSJfrvYyfoyZmdNiyM4dRl1TOlf8/i7efP0lclNXUzICggEfedkiW3YEWPBMAaNGiJx+8kj+/da3HHv8eUybfhSL3l/Ny29W8c1aF9dflUxOThx5eelUVHpBO46vvqkAwYjbn86ll93Iiy88wVtvzqOpqYWmFhdKuAOTUeL9ZXU4vMM46denYzKZOPLI45g6bTbr1y5nzt2jGFtiZfaRGby9aC35hdOihQbvvvMW69e8T0tzBzEp6TjsXTSXreWi807n8MMPIzU1lczMTEaNGsXUaUditaTSUFdFcYEXndTKti3lWJMKMFviKNv8NaedctLuJYQef4bCySchIFO9cwPl368hxSyjN+iIS8tHpzcSDgWp2FzK9u3bWPTBUr77biPFI4cTHx+P1+vl3cVL6fLrabYFKP3qCwrysnA6ncx95kUmHHUmoVCQ9rZWGutrWb1qJbXf17Nl3Taenf88NqcLSWckPns0BnMC9oZtZIyZTVxmMXpLEuGAl5DPQTgUwNPVBCgoShh3Ry2O1ip8jjZAIBT04XO0Egr4EESJpPwpeO3NmBMyESUN4ZAfW/1WlGCAtNQEAoKXS068kuLc0Rj1JjocbRRN7nuVlv7w+/04nc4e1YeiKGIwGIiJiSExMZH09HQyMzNJTExEq9WyevVqvvjiC1auXMm8efP48MMPOfvss/d5r8jj8XDYYYdx3333cfHFF3P55ZdzzDHHMHfuXEaNGsXChQtpbGzk008/Zfbs2Sxbtoxly5axevVqJk6cyB//+EeuuOKKfb2Vfwzk/f5iRshdXV1UVlYCUFBQQFxcHBs2bNjvZj4wkBiyQFjx43S3YTUn02lvYWfVVu69qxqf34PBYMJg1GIw6hidf1y0GVHkT0RHRweffLIcn8/HYYfN2Ku6MDExkZtv/htTp87kyRf+SVdnJ5ImlRtuvoGTTz6Zzs5O3nxjPpvLmpg281jOOvt8tFotPp+P6/7YyvlXlZKYIOLy6GnvslJT9yACXj77KoQovoJe0rPqg1PZtKWd5Fgd0yd4MJnNjC1K40+31/LQncm8+a6D+x/tQlagvFrLibPzsDtceHyxfPGtDlNMIRaLhSVLFnLtpRp+NcNKa5uXppbdTZlGF8VSXuUiGPSQlaHDZrORlpbGib8+k6D7I3buqOewqSl4PC1UVOipaQhww82XR2+o2mw2brrhEs44UeHUC1L54tvPCYdy2FJRwuff1JKdO50bb7oqGk8tKyvjnn8+yPrvynl6vo8rL84nLlYiJUmHy+WKfraff76U6RMEEhIDvLv0Hdo7g6QkZVBSXMQrLz+HVmdg1qzjSE9Pp7CwkM8+/YA/XJbO4dMS+W7TFj77xs3Wqs1o9BZSUxIpKyujrKwMd0BAZ4phzLRjKCiZyNavP+CuO26ltraWuS8swBSbhtvegsvRQXbxNKbOGElLfSV33v0Ao4pGsPzzVQR1iRx34m/Iy8uluTGRu++fA4KW2oZGfJ98iLOjkZBkxtHcRNM2J4zQk5gWS0trK1prHHpLAu6OWrQGK5LOiN6SgChqMMamYBM1KApIWgPJBdNwtVcTmz4SRZFpr1iLRmskqXAajqYdODxdgEB8RhEGawJxmcU0b1+JMS4dr60Z2Wbj5GknorVI6BJFqtsr0Ega7B47foNnyNWyQLT/9kCINGO69tprqa+v56yzzmLWrFk0Njb2u2RaXyuFLF68mJUrVwLwu9/9jqOOOooHH3yQxYsXc/HFFyMIAtOnT8dms/XoCDdUDnkhu1wuNm/ejE6nY/jw4T1CBIMtDumL/lbIOP7EY3mrYym7Gj4nFJRp7ailIOswOmzVZMRNxWpKI6Q4qWr5gm83vY/VaiEQ9NPpKWPGYefxh6v/BP54tFoDb7/1Af+49zYmT5681+vMnHkEq1YupaPZTkmxmaUfPEN6WhpTp03j2uv2rtYzGAzMeeRZ3nzzTRoaatBodJSuWoBR72ZXo8zZN2QiGTSseqeNFxZsYfyoZJITdchKCJ3ehMcVRlYUamoDXHp+DLsqwyz+yE1ebhKF+QksXCzgDE7AYkniyKNm8f3335MYB2s2hEhMdBAKBHlniQtBNPDI0/VotTLJKc1UVOv5XU7O7pO4YReX/TYX24xU7nt0A0kJMtvKvJx7/q3RUVV1dTVPPHY7BTkurrkkg/ZOJ5f9NpVLri/jwn/MIS0trcf7bm1t5dJr/oA0aiKWWafx+jfraGrZxGXnl1BdL/VIEwwGQ0yZYODc09O57TqFVaXt3DdXYt6zt3HK8RY8nhD33r2EzKzh1NV+T011FebT8zjhmDyG5+execsmGnZ8yahRk7jlb7fhdDoJhULs2LqJBreesN+NRaegODtoaGggOTmZG/94Oe3t7Wg0Gl56YxHZBSUApOcMZ0Ppx3ipp2DsUTR3efh81eeMaSlAlhV2VTUwZdaZ5Dlltqz/irTRx2LUm9CbYmne8gUrKkoJ7QyARkJvTSLotZOYPxk5GCDodeBo3El8zli8jlbsTTuwJOX+P3vnHSZFmXb9X1dX5zQ9PTn3BGBmyElQEDBiQsWMYV2za1oV07qoqKuroq45YARdc0RMgEjOeUiTc+ycU1V9f8wyK2vYlXXf91u/7/wz19VXT1d1ddV57ud+znMOgZ46QMGWO5hgXxOpWAhZSiLqjUTcLYRdrYAKlaAm5G4ls/wwTFUFtGz5FFf9egYPKuOOh58imUhRXFLEsGHD+OC9D9i2cQdpJTZuvWj2QdXtz4UkSYckgTsge1OpVOTn5/+s//1uUkhPT88Ayebm5tLb2wtAR0fHQNAD/D0p5P95QtZqtT+aCfdzdtj9FP5Zu+PSS3+LqBb5ZtlK+vp6UORiMmzFeP3dmA2ZaEQjBrUFrdqGWh8lvSCG2WzmznMfZsuWrZCwM7zqSAC6ejJ55eWFjB07lmAwyJsL59PWtp/snBLKK0agJHZy49VONm3zUVUR56kn72Xhm4t/8Lxqamp4bN5t5GSk6OyJ09WjMLg0RnGBnjzFQHFlv4Rr2rnZfPlSCxefW8Xzr2wmEjEwblwRz77iJxSSefIlP9VDdESiMi2duVx62U10dnXwx7um8P67L2DWtrJt/VZq9ouo1FpOOSENvz9JZ5dEIqFgNIjU7AtQkCvy+bI6ph17DZIkoSgK9vQ89uyr4YwZJTiLrfzl+b1MOXomp888e+B7rF+/msmHadi8RcCgF8nKUNHe6SGRUn6w8tm0aRMxazqWnCzSteAzTeLthS9jNI3kuhv+cNCgPWXqCWzasZthVQEUBXbukdGKKi45P4OhlWkIgsDyVSvR0c38xyaxe6+OeU/uYER1FtWVGfR58ph906WMHj2W+c8/CEoXa9buIJHQ0r1/HaLeTEhvwa4X6ejsYtiwYdhsNtLT0+nu7sbT10N3ZweiKNLT3khHSz0jDz8Wi9XO5nULCMeTRENBvF0NqFQC+5s68Cc0qDR64iEv8ZCLQFcjmrQcdBodqVgQFIV42EsyFsRVtwEEFYoCKl8XIXcbqXiIZCxE2N2GMb0Id/N2jPY81Bo9EU8niYiPtIJhaI1W4mEfBnWKzMx0uoMqmja8iyAIaPQmHFk5rFq58nsV7KwLZjHrgln/8vP1U/g5FfJ3cSjWm/D9pJAfwy+dFHIA//WEfGBh5oeg0Wh+EUL+Z9BoNFx2+SVc/NuL+OCDD5h75+OEIz4icQ+JVBSd1ookJ0imYgiywj1z5wzszV+zei0aUU80EsXr8xGORImGvDw673Hef3dDOisAACAASURBVO9dSovi3HHzMOoaN/HGgpWMGSHzwGObmTReS16mQEtzHTU1NQNa5wNQFIW/PPpHfn+5hYoyPS53hLMuXsXxv03D7Ymwp0nCYhZweWTiYYWu3hS/m70Vn19mzSaFz5buwB+ycNYZTmpre/EGUmQ4rJw8ZgYXXHgRO3fuZPk3X1CSU8MR44X+6S/Q5yriqZeaqB4k0tiSRFYPo6I4yG3XV5CZmcmmzXv4w/1P0VS3DIPZyazzr+C1V1qo2VdLLC6j0o7k4osvPei7CIKanCwzaXY7c/7cxahhWj5cHGXcYef9YOqHIAj4+7qoyNIiigJmTYIurZqLL7nxeyGzZ555Dg/s28r8N2uIhPvYvT+GogSpr4uilvXIioruHhfnnzEMtVpgaHUFkyf28If7d+IsKeCoY87lpJNO4bFH7+b4qQkqK/IZUdnOmx8n2LpfT+m4U0gmYqhjvcx/9Q3GjR2D0+kEoKKigt+5vbz65nu0tHehNqRjzSln1ZJFDB8/mZQkkekcg81mwZqRx9Zl7xBc8zGSJBH19yAl44h6K/FgH47SsSQiXgpGTicVi9C+80vMGUVYsssI9jYgJROE+pqwZJYip+Jo9FZErZ7cyiNJhL0EeupxN+5EJWrQmRxo9SZsWU6USC/XXXwaVquVO+97hIzikSCDt70Gi/bQ8x3/VRwqIR9KfNOPJYUcaEV0dXUNSCF/6aSQA/ivJ+R/ltDxS7QsfgzhcJilS5fi8/lJJhO89uqb+H1BglEvbu83JKUU+9q+IM2UT0KOoFarKCzKPcgoZcLEw1jw2rs01nUgqPR0uneSUvkIezXoUqW0NrqYfecmFr1zHGs31vDp4g4uPkfgonMy6OiMopDPxx+9ztChjxx0boFAALeni+LCckRRQ0lRFrk5JiIxK5mOJG2fePngORlLhp5dK1LM/ePjfPrRi7z3+jgyM4wkkxK/vXY58biaE46toLauj937IxyW3U8mKpWKLZtWctaJCcaPykYB2tq7ycsr5bTTb2PPnj0cfdIQtFotzfuepbCwkLa2VjLsIcqcep54oJKn5tewbu0K7vvT09TV1aFWqxk0aND3qt7Jk6fy8IOfcNwUJ5u3dfPMax6OnPpbbrn1+20a6J9a4uqg+auv0efkEtqzg4mjHAQCge+9V6/XM+fuefzp/jnYbDv4833DeeOtNXy8uJkbrixCFEVaW6N09CSQFYX6+lr27Heh16czdvxxnD7zbFQqFT3dzYwd5SQWC6LVQGWZwI4GLVqDhbbdK9Fp1IiCmtv/eC9/mnvngALgtNNm0NLSwrrdXVSOOhyVCr7+8lM2LPmAmASSsBdZKsXVXoeg0SOlUiSjflQoyLKCFA+DSkXM34vJUYBGb8HbthtTegH2gmo0BitavZnufavQmexklI4hHvbhad2ORmfB216DqDWiEtTobdnkVk9DrVbTs28luSVVaGw6jjzyyH7Ntk6Lt3U31swiHMXDCHXuoqWlhYqKin/nMfpJSJL0L+cLfhfBYPAnK9x/xI8lhcyYMYPXX3+d22+/nddff51TTz114PWnn36ac889lw0bNmCz2f7tdgX8Cgj5p/BLEvIBt7UD1Xg4HOZ3V9+AqzOJnBTYsnsZ5flHkmNyoE604pWaKc8dQ7e3Bl+kjYz0bHQGkeknHHvQ51ZWVhJPhWjpbkCvtSIIkIqpSYat6NQ2bJZitjd0M+f+TUQiBgxGO18ua6TPleSUE0oZNjSHnfXBgc9LJpM0NzfT09OD1ZrF/voEE8en43LHENQOvvzWzIQxekrzIixe7MZosHLmWRdw9NHHsHzJq2Q4+gcLjUZNdWUBH33WREvzfo6cYEKjMbJhw1LOOPPsv10PFRu3xago9RKLpViywo8sCEyfPp2jjjoKlUpFb28vH7yb4v5H1lFX34Y/EMfpzEejUXP4ODuLltVjMBgYPnz4j1773Nxcbr51HkuXfEZ2UZS5p02mo6ODvzz5JBVlZZx00kkIgoCiKLw0/2k2b/iYiSO1tLVvp8LcQ9pQkZp9Cn6/n6ampoEK9QA0Gg1yysell1RiteiYOEaP223j6ZeDDBns4ITjq3jz/Qg1e9fR29NFRmYWb700kfkLvmHJkiKmTz+JrOxitmzvYdzoDLIys9m+cxcRX4LGzYtRC2qKh01FVGLk5diZ/8oCHnrg3oHjG80WCksMA1NsmxZimUXoVAYiQR9NW78ilUxgsGQi6o1Ys0uJeDtIRAPo0rLRqzIIu9uJh91ojDZS8RCKAqlEFI3BCmpNf19YZyIVj4DQX8SYMosJdO4n5G5Fb8kgt+ootEYrUW8nEV833TsXc93Vl1BdXQ1AXl4OQX0p5rQsRLWKovxs1q3f8B8l5FQqNSDr/DlQFOVn9Z5/LCnk9ttv5+yzz+bll1+mqKiI9957D+g3rP/8888pLy/HaDTy6quv/uxz/CH81xPyT1XIGo1mIDXh38WBfrRWqyWZTPL222/T1RqmrGgk2/esQCemYTeWEAz34bCUEQh3oteZyUwbREqO4vb2Up4+mEWffM348YcxZUp/z1iSJHq7PRw+/EJMBiuRqJ9V2xeSSkqkWXNISVE0oo6PP+uisNjMJefnIshp7NoT5uU3GonEXBw9/Q5SqRQtLS10d3dTVFTE4YcfTnb2Yzz0wC28+cE+PF6J3/z2dizWNG675Sqs5iRvPluG3mDmi+VbWb58CWnpTj79opnjjypkz34Pm7f5EVVu7v9DESqgz63mgy+6qampwWQyMXL0BD7+aCtbd/qwmARSKRUGWxSXy0Vvb++AaD+/cAS9ne9z5ilWwuE4y9eGqG/ysX1XgIzMMT94vffs2TNAnlVVVRQUFHDxb69CURRuvfNOVuzai76wlNiyb1m3aRN/mjuXTZs2Ubv3U56bNxi1UMHCt9fz9EutnHycgyx7jLcW3ElWdh6jxp3BWWedf9DxdIY0Vq9r4ugpRWzdFaO5NcG5Z41n+jFO/vLcfs674EK+Xb6IyZMymTmjAo1GzZQj0lm7dTeJxLFMmTqD9999nqUr6nB7YOIRFzF0RIJly1eimJwYNTJVlcNAkWjZup3e3l7i8ThZWVmMGjGUJU+9TDSWRJKT1O3dTnbFGLxNewl4OpAVCTkRQ1bsWHMHozOlodYaiIfcWLJKEbVG9LYcPM3b6Nz5df9uQbUarcFCKh4h0F1L2NuJyVFExNdNoKcOKR4h2FNPLNhLMhoEWSbsbiERcdNXu56C7DRMZgufLPoCk9HI+efPoqSkmKA2j4KSweh0OvZtWY7+b46I/ykcSsviUHINfywpBGDZsmXfe02lUvHMM8/87OP8M/zXE/JP4Zda1DvwWdFolJaWFnp7e/8mp1OxfM3HaFXpSFIKl68FUa1HSviQ5CTxRJhwrA9BUKPXGZFTGnzBCFdfeQ3X3XANY8eOYcSIEVgtFqLRADqtEbWgRSFFu2sras0oXL5mDIY0grEoR03O4axTB7F+Qw+FeXDL3D7KnBZq9+9m/fq8720Jr6io4Jnn32HRokV89cWbvP3XZ2hoqEejDjHrdAvVQ0yEwymOnKBm1db13DT7Xp579iE+XLwbR0YutrQsFKmVLIcJnU5AVkL4/P3TfpVKxZixR7B5/QLuvMEKKhUKRh5+poeamhoGDx5MLBajs7OT/Xs3cPctI8lIN9Da2khrRye33LWN/IJhXHPdad+71i/Mf4mnXnoZY34RkY4WrrvsMq68/DIAWlpaWL5uAxUXXoUgikhjxvH5K88wc8YMOjo6GF6pw2AQkSWZUUONlBTZOOX4DMqdIo8862XW2dm8/vaHjB17OE6nE0VRWPD6i7Q1b+XbZXu46tZV6HILkeJmNtRsZcWaKDkFhzFp0iTWrF7OjppGJh1eQH6umdr6IIJo5r57bkQj9tHU2EU8acWRmYNDpePcc2dywQUXcO9DTzGkvAQBhfrdmxFFhXlvvEZjWyu+5g7MKjU7d9cSX72GRCyMoFYjuHx4OmoRLTZUsgqVSkCFCrWmnwDjITdaYxpqUYOiyKhFLaBCUVQoKBQOm46vax9hdyvxkAeVWkvI1UrY3Qqq/g0dUiqONacCOSWhFrVIUT+qmIssu4G07DIGTzgJRVF49e1PsafbuXDW2cy57xFUUoJkPIw62v293ai/NA5FZfHdJPn/NvwqCPnAVth/xC8lezuQ/rtx40YyMzMZP348ubm5PHj/Y+RYxmMz5+MJttPu3obdXIQ/3E4w0ksk7iUlRTDorJhNDgoc4+l1tdPcvZH331zO4k++5eLLzuL0M09h6eLNxNw+YokAlVXlqEUVXvde0tId9Pb2KwD21zbS2KghL1tDdpaFMmeCe++o5I4/reLW2+/6wRu3tbWVVctf4e7ZRfzlmf1UlyUxGQ0IgkJziwe1xsAXSzsIpwpQFIUrrpxNeno6Go2G2265BGd+AQ8/08WxUyys3einrTOfYcOG0dzcjMlkoqi4lKKSHKLRGFqtFoOxg+rq6oM24+Tk5iPJYLVZGTykmi++kRk6YhqTJ0+mp6eHZDI5sHU2FArx5PMvUHLhlWgtVhLBAE8+/wKnzTiF7OxsYrEYol6PIIqAgi/gJxgJsuDVOSQlByJhzpmZRK+DTdtDOIvTUKlkrBYNGXY1kqRQmK/F4/HgdDpZs2YN3e1fcvn5KR54SkPm4eMQ0nMRNQaSDbXorGOYOu0k7rnrWsaNiON2Bbjoio9xpGdjtpXidHZy5GFBnn+jkVqvDr+UILLrW7J6vLz1wUfMf+oJTjrmCJ54/UlSgoBNo0GTlc7ujhZ8Xd2komF8NfXkVx+FqNUR9HTRvXc17oYNZJaOQ2uyE+ptRDKkSEZ8RDwdGGzZf9vQ0YE1dxBKKkEw0EdaQSWKLBPorifsbceSWUI87CEWdCMno4h6KypASsbIcI4ge/CRBDr3knA3YLEZsZpUmPV6Mhz5qLOGYzD1/4Y55WNZs3YDd/3xDq678je43F6MRgMnTL/5BxdVf0kcSoUcCoX+K72Q4VdCyD+Gf7dCTiQSNDU14XK52LhxI4sXLUWnNZCeYeXBP9+LrMh4gm14gm2Eoy60ogGXvw6LIYe4Noyo0qLXmglGe6gomIpa0KFVWyjKHItWIzO68ihenr+ADz56i6ysN9m2ZSfZOdVcceUlmM1mFi58kxeefQmbPZ+qiqNpaF3Gywv3M3SIQG2jl6mTizGZrVgsEVwuF83NzdjtdioqKgbIcO/evRwxXgeym6YWF5ff6WDztjDz3/Aiy+Dzy4wbZcLhWM/MU8czfPhgNNoMrrthLpOPnMG6VS+Qk6Fj4Xtu9jeamPfYk+j1egRBICsri2DEwWtvtTBhXBbrN7soHzSJjIyMgwbC08+4nKdeuo+jJ/nodSXp9ZUz5+4b8Xg8qFQqLBYLwWCQ7u5uduzYAXoDaHUkk0nURhMaq5Xe3l6ys7NxOp049Dra169El1dE7+6NVBULPPXgSBZ91cqiJXlccWMtNqvI7r1w2YVFJJJulq/y0NqpIIoC9U0pzjivX+Pc0dHMsCFqYlE3viD43LUouk6keAJtzMPnru0s//pVJh+mY8ywItq7S6lvCFJclEAWomxYv4Lc9Awaghbs02egS6qJ9XbjX7WE4qnHMe/JpygcXEbp8eNRNAq7NtcSbGlG1SSiV9kQVEY0ejOhvnoCve3IioKgFrHmDMKcUYzeloXe4qCzZhnGtFyCvY14mrdhzR+CIsl07VqCIsvIcgpHyUhkSUJOxnA1bkaWkshSivTCoRSPm4kpPY/mjR8iagy4mjYT7K5Hq1ZYvvRL0tLScLlc2Gw25j32BPt7ezGn56Og4OntpMhopre3l/Lyck4/fdj/WFbdoRCy3+//WQt6/zfhV0HIP1YhHyohx+Nxmpqa8Hg8FBYW4vP5eOevizh81JlkpGfT2LqLK6+4hnAogtaUQq3WodMYKcudRlKK0tKzlkxbBYlUGIPeiChq6PbUoRa0oKgRRBl/0MXHX7yEN9DFvEce59bbbubKKw+O9TnqqKn85dFnseh17Ni1BW8gyL66GHqdRIZDw51jLDz8VBPVw47nvrlXMKRMpL0zTkXlCZxx5vl0dnb295bbE+Q4ukgk4L1PA+zdH+OeWxwEAjKxhMLqjUnOO10iPQ2KitQUFsS4/JKTKSoqRiWYUWvLKK7I5NqbZ1FRUUEsFsPlciFJEnf84UG+Xf4VKze1UFQ8ZEB18F2MGzeOtLRH2bljO7lOM2dfNBmTyYTH40GtVmOz2bDZbPj9fmRZRptMUPv+G0TcfSiygikVx+PxsG7dOiwWC/ffNYdnXpzPls/eobwgyfwnpqLViowfncmmHXF+f/PThEIhNBoNbyx4lq9XbKa9vY/CgjyeecXH+RfeSm1tLef95mK6urvJtEX50y1qJElGW1COY/IxxLYs5cisIEeOkJBkLctXh1GUEO9/VM+f/lCMJ6CjsqqKS65pYeWaDtTpThQFFJWA2mAi0teDa/dOkiEvXl2Eo2YNZW+tm4RFTzIaRadOQxaShNrqkRIp4qIRndlBLOhGLWpJxYJ423ZhSZShEkSMthzSS0ahszhoWvcOipTC6ChELKrE31qDoNUjKwrJWABFpSIZ9aOzZJCKh/r9uRUZT8tOYoE+DGk5pBeNwJyWRVWuCqfTidvtpqioCKPRyO+vv4Yrr7mBjr2R/nZIpJsLL7iPaDRKOBw+yDLzwMzGZDKh0+l+8TbBobQs/luNheBXQsg/hp9LyPF4nMbGRrxeLyUlJZSXl3PP3fex5KsVxAJa6vc3YxxhxllYzRfLXyPbVoXdUgKoSDPm0e2tId8xHLvFiVqlpTR7NA3d3yKo1CQkF75IM9FYFH+oHa1oZFDRFKrL7ezY1MKLL7zE9Tdce9D5fPzRIjKsgynMGEMg3EOfq5OKvBMYP348W3d9w4L3Etx08228+cYT3HJNDrnZJha+s4f5L/2Zxx97gCmTcklKabg9Kl56s5aKsWa+2JHE1ZjknKCM3iAwbZKRLTs9pFlFshwJ2jp8DCn3UpiX4LH7ytmwpZeVG1PceNNdJJNJ9u/fj9vtxmQykZWVRW5uLhf95uA9/D80OFZUVHxvNf67A+nSJV/x1Rcvk24XEYU40XCY9KNOQgoFSG5YwZKvPsHnbSCVUhgzbjqzb7ieFSu+pa/9A9TqGMGQzNqNHdgdI0lLSxtQLMy+9V7C4TCNjY0UFxdjMplobGzk9Fnn4zjmFIqOyqThy4+54rZdCBo1hvJcYq5e9L5Gpl+cT462D2QVu/cKbK+JIispfIEEdnshoigwYqiTVRvC9O3aRmZuOQlFTecHCzEPGU7SaKJx706skp+tW23Ub23E2NGJPhhApJncHA09Vpn2LoVoQEFnsqPW6rHmlGPLHYxa1OFq2kzE04G9cCioVER93RjTcnE1bSUadSNarKSkMEIqRrCulmQiRDIaxJzlRK3TI0fA07oDb9suNAYLot6Ct20XRmsGWcYY1159Pxf99jJ6XD4UKcXvrryEM2aezoJXXmTNmjWoVCqOOOIIHA4HPp8PlUrFoEGDBiwzQ6HQQU5soigOLOYe+HsoOuLv3kv/r6SFwK+EkH9sVP5XR+vveiV/16JzyZIl7NjcyNjqE1m1/ktCET/frvmMzKx0AARBg1Y0IckJBE3/X2+oDU+wEb3WRjTpQVEUwnEPxUXl9HlqyckYREplwiQWIcsSpaWlSFIuG/9mjn4AsizT3NyKs7iCgM+Fy99CmrmQrKxsLBYLg0rH0OZeT2VVFfFYgML8Qq65/RsSljDjzjBTvzlAmtXFMZMVrpvTzhFn5zJ0sgWNqLD87R6WrYpy0rFmdu2N4fMrBIMSX38b5vRTTHg9LkwmPel2PScfX8LiJbvYunUrsVgMp9OJ0+nk/fffZ+vWLUyYMJHKyspD/t0URaGtrY3lS1/mntvKsKfpeevjzeRPPwONxYoqJ4Pu7jaaGr7h7VdPJhaTmPfUUjzuEVx22eW8+EKEe+d9Szjsptclcsxxaf1qi9paPlr8ObIkc/L04xg39u/Oe2vXrkVfXom9rN+ysuLUc6h5soEck0jf7s3Y0wSEoItAewxbjopel0Rtk8TK9T0kUiIffa5gtXbi8jTQ2GbjuecX8tHHH/PEs8/R0daKeegoHBOPJLp/G7mZMoQ62fJcG4NLNRwxSU9nt4aG1iSyAgU5Ahp1Ao/Pjyl3MO5uFyZ7ATpzOqlYCFFrJOLvwZCWi96ahSCIhL0dYDIQi7jIPuoodDn5uL7+FFW6hVS7B7XJgqSRSSWCJEM+AEZNPBZHVgEdrQ3o8q3cNvsmJk2axI2zbyNpdjJm7Fii4QDPvfQGlUMGU1VVNaC5PYDvVqvftcz8LpLJ5IATW09PDw0NDUiShE6nO4ikjUbjf6zt8d+aFgK/EkI+VMRiMRobG/H5fDidzu95JXd392A2ZJKTVYJeL1LbuhK7uQSPrx2TxYDb10C6pQQFhda+TcSTAeJJP2W5k0kzFdDrr6OpezVFOcNJSF5KnYMoL5zMntp1eNx+DIZKEokEwbCLdIedHTt2DAjaQ6EQZWXFbOyu47DDjmJvnYqduzeRm5tDXV099Y01BBNt/O6q32O325n/+m68iQhnXJRJR1eC0ZNsPHF9LTp1ElGM4xysRaeFjHSR4sFGNrzjJ5UK0dgikZJ1zJ7rx+3TsbsW1m1w8ed7piIIKto63PT29Z/TqFGjkGWZh/48BxKbcBbreem5Dzjx1N9z9NF/11dHo1H+/Mj9rN+4irS0dK654iZ27dpA3f5t2GwZnHPeVQPV8gEnvXKnDntaf8vGnqbD5/PgyE1Dp1PTHfFRUBpFllKYTFomTbTS2LiXw484gksuvYa759QzJE/FBWc7WLdpOWvWhJm/8B2sE6YhGPQ8/NwLzDqlnVgshk6nIxQKkfR5B8zk4z4vVqsNqzGGPt7IedPMdPYKfPG1D3umlrq6OEeM1XPctEI2bLexbksnM0+MY3dq6XUnWbduHV5XA1MnlPNWewuC3ohr0xqkvWtx5kDVUC0NzUnm3uqgIE9k+64YT73sZ9wIDadON9HRJfH4C14i0d1o1BkkQl2IGhEZNfGwh7T8SmLBPtq2NaASBGSDFrOzHN+OzXR/8AYqUcTorMBQVEq0owUUhVhPB2qdEUWWMOpM/RtJpBRmdYSHHniIUaNGoSgK+2vrOOyU6QAYTFbMGUU0NjZSVVX1veflX2kfaDQa0tLSDiJERVGIx+OEQiFCoRBut3tAjmo0GgdI+kDq+b/b9vj/hPx/Of4x5ywajdLU1ITf78fpdFJZWfmDN0FFRTnuwEd0dRXi9vZRVXwcNruNwYMr+HrVq/jcjbT0rkdWZASVSDTppiBzOBqNjmCsh8z0QoKJPBzZJq6+/jIef+xpVq/7HIfNSSrpZsu+D0A/CZU2iNNexG033YuUEhC0cf788FxuuvlGHlc9wfJv3gFgUHUWu+q/prfbjygKHD76dHbv3cHWwG7WrI1gdyZp65RQFBXJpIzRqKKrN0nAl2Ldol6O/k0ukgn2rPAydYKNjh4b1aOmUViQQUHBIMaMHd+f1uv4lPc+/ZYNmzuo2adw3vm//1vF3ozb7UZJ1nDzNYMRBIHjpinc+cAzlJaW8/prT+B2dVLb2IW9LMb595TS3Rzk6hsu5OIzBzPnxkE0tXh55sk/MueeZwcq5OzsbD5pjuMPxLFZdcyaUcTdT3yENngEUsCL1tVEeYmVaDSKqNHQ0Bghs6DfyHz//v3kZHiYff1IVCoV48ckmXbq2xiGjyd7VL9Bk0ZvZNnK5dw1Zw7xeBy73c7rf/0re95+BY09k/i+XZgED4eN1mE2mTjzZAvfrIuRNbiE+c81cdFvyinPkxg1ZBAWawe19emcNXMs+/dvR5FdPPTA77j2ygnsrGlBzM7Ht30DpfkK6nSZY6ea8PskBEFFSZGG9o4UWZkiZpPAlAkGqgfpmDJRzfotUVZvjOHM9iDq4kRCHbR3xNAaLOhyBqOSZHwd+1AyjDimHEfS48K3cxOyJGHIK0ROxPFtXoMiydgynai1evztuxlSWs79991DT08PiUSSSZMuHhgMVSoVeTm59HU2kl1YgZRKEvF1H2QS/11IknRIVa1KpUKv16PX638wKSQUCuH3++no6PieAX0qlRrwOv5X4ff7/+Pqj/8UfhWE/FMj6oG0jwM64sbGRgKBAKWlpT9KxAcwaNAgYgkvn33zPJFohER6AocjHbVaRJE1WMwWctOHoNda2dXwBSZdBqGIn4IMB/F4CF+wE0mJMPOcY5g5cybPPfMyhvQijHo7ZkMGvcGdTD+1fyr98IPPoKQ0aLV6RDU89uhTLHzjFW69bTa/v/F6VCoVarWaxx57nG++3EFZwRhamjvIc1QSl9yMGj6JVTteo3ajRHpegm07/cSCKRxpIqOqtOzfEeTpa4MY9CrOO8XMEeNt/PmpONfeeD5+v5+srCyKioro7u7m8MOn0dNThVarZcQEOx++/xK7tr1BKJQkmsxl6CCx/7opChkOPdFYmMfm3c6smRqqh+QyYfq3nPbHEWTmm8jMMzFofB1FeXoyMwxkZhjYsqOeffv2UVpaiqIoFBUVMXnab7jnoQU40kX6XOkMKbBDxzpEUeCYmWW891kbkVQ7iYSKFBWce3F/RZ5KpdDrhYHfUadTIwgqkP9uu6rI/ZXdAWKo2bWNU47KBgLUNdaxNOBFaxewO3NorekgGpWoa4iTsEqIOg3mDDsqfZhEPI5eqyYlxVn6zXpys+Gr5S5c3hhz7v8GX1AmLU2kMEdCkOGCsy1cdZGNhpYkT73k4+mXvUw+zIA/IOMLSOTmiNQ2JmhogT63jCRJTBoDh40XkBJuHp2fQp8/nN6QFpVRi86RhadpO6H9u0EQENQiOaeeh5JKICcTxHu7KcovJSff7G9C/QAAIABJREFUSV9XC9fdfjM33njjTz47d/3xNmbfPgd3yy6iYS8nHHPkDzoNQj+B/rvho9/Fj7U9DhjQ+/1+JEli165dpFIpdDrdQf1pk8n0gwNEMBiktLT0FzvP/0n8Kgj5p6DRaAgGg3R0dAz8UP9qesjbb71DXsYwxlbN5J1P/kKvt47oDh+CJkUg0sUR40+iobGWfS2bcFjKSDMX0uXZxd6WLzDp0/FFmlnw5oscc8wxSJKEXqdnWNU4YrE4aTYbexujAOzYsQM5qWXMkNNQCyItXdvZsX3nQefS0NCARqNh4sQJrFi2pb+SUGno8zeRjENni5+430DTOjMr23eTYZX44/V2jptqZduuEM+96iclKxTm6di9L0VzexyLrYC3F85leLWOrz4LYbKN4tzzLmbcuHED/gGPzruHYydHOOm4QSQSKe6bt4vlq2KUFcXJyhBZszGCTp9JlsPL4eOHIwgqHA49flcYqUgiGoni6Ymxa7eLs0+vQBBUuL2pganpgUW9448/ibFjJ/R7cLjdbNpzBZPOzsZkEfhyQROjhp/ApKN+i0ajoaqqamChaNCgQbz/romvl7VQ5rSybEUPxx5zPO9+soROrQ7RYMC3fiXXXnwR0D9bWrb0XWYcb2PX7iThUBsnH6fDlq5jy/perHYrV9zSzahhOoi0kIwrfPheMydNSGJMWflyeZzde3vweWL09CXZtlfCbywlO1FLUYHIsUcaUWSZ3fvjpFkFuvsk7DY1I6t1PPuajy074thtAmlWgXnPeRg7woCgAq0GRlTq2LA1wqQJBoYONTN8sJtl22pRWUqRVQopdYL88y6lb+lnRBr2ozaZ0WVlw99mgOF9NaSZdWTZdJwz42IuPP+8f3qPV1VV8ebrL9HY2IjNZqOsrOxHn41D9ZX4uRBFEZvNhk6nw+fzMXz48IMit/6x7WEwGAaIPRgM/v9Fvf9t/NgNdGA6tGfPHioqKqiurv5Z/aneHhda0ciiJa+g0zjo9e0nFOsjngyh1iZYv2kZacYSTNps0s1ORFHPyNLT2d70PoIoU1xUMuAFq1arGXfYaPZs20ZhbjWtHfV4Q+2ceOItvPfe+1gMmaD0fxeDLh1Nsv/G93g83PmHe/D0RZCkFJVDSzhpxlRef+0t+ro9IOsozppINCKRigs07PFgMDoQlB5Ki400tcRJplRMOdzEa+8EKC7Ucsr0XN54v4/Gxm2MGJJLaXE5Jx5byAOP70Sv16PVakmlUnz91ZesXrkEo9rIH+5tpKs7QDgi4Q/l8/hz+9FqUnh9KUzmXiL+IDt3SAwdNpwrzh/OQ/dtZuKMKL0tAWSPTG9fFzfcvpxSZx4JeTAjRozA7XYfdL0dDgcOh4PPPv+UCadkkFOeQtTClPMy+fyZ5cyb98T3KjSz2cyNNz/A++++zrptXZSWn8Stvz2bs866iBdfeYVoLM5Jd885yL+itr6dm7eFkEx2jq0WGTlYxFJeSf3mWl59rYvjjtRx4VlWNBoVVRVR7n6knY892fQGChgydCqF+V/yzYpt7NybRKeRyNXUcuxUIxu2RqlvjDO4XIesqFi7KUZhvkggBMtWR4kl1OTnaJh5shkUhb+86OOLvjBjR+g5/UQLudla5j7q5vmFAUZURti6V6K3rQFF6MAydBTW0YehNVpJeT2g1aGkkoT27cJSOYKk1wWeXua/+RolJSU/a4pvt9sZM+aHt7B/F4fqTXyo+K4G+UDklk6nO6gdIcsy0WiUUCiEz+fj5ptvpra2ltWrVzNhwgTGjx/PJZdc8pPHueSSS/jss8/IysqipqYGgHvuuYf58+f/PVLrgQc48cQTAXjwwQd5+eWXUavVPPnkkxx//PG/2Hf+VRDyP+KAzCkcDmM2mykuLj6kntKQqkE8/9ytxBMJUBQGFxyP3VKMosjsav6QPk8b4UgIQaVBLehIJiO4Am3EE2EqyivRGpID8qs1a9ZQX9/Ivoad1LduYfToUTx+14M4nU5Gjx7FV4vW4Ql1gKwimuph2rTJALz6yuskghbGDzu6311uybtkFexj8pTx7Ny5k80bajDpa4nEveTYq4kku1HJCgG/jnc/DnDsFBuxeIzdtUnOnZnPR58n2FoTQxRiXHiWgQpnhGdeWM/0Y0eRnaUnGAyiKApPPflnRHkTM0+EBW9v5+JzM7jv1kJeXNjB4qVNvPbcSfT1dJJM9PDcawGKi4p49a9NDBkUpandxslHX8DmFV9RPdhO1WEgqmS21iSZOOV8Lp8xA41G86P6cb3WQGdDL9VHZ2FJ0xL0pognA3z66aecfvrp33v/Z4sX88QLC0kmEkyeHOTEE09jyJAhPPbww/T19fHM80/y/sdvMnXysZw/60LqWn3knnYaKlcL+YMFVDo38d4urDlZJBLtjBmhZ3ilDkFQkUoqONIFkvEQzXVraKzdwN79jQSjKqorVOg0GtRq2FETR5YUzEaBprYkleUavlkd5urbYhitBgJBEGSZE442Mma4DlmGU44z8cmXYUYN11FRricY12LLtmK2aHn2tTYyZ11L4TQznnWrCNRsIeX3Eu/rRgqH0GfnIvj9+NcuJ7B+JTqthqfnPfIfNfr5qYTr/wQOtBp/CgeSqU0mU/9axCefcMEFFzB37lxisRjd3d3/9DgXX3wx1157LRdddNFBr994443Mnj37oNf27NnD22+/ze7du+ns7OSYY46htrb2FxuofhWEfKDqDYfDNDQ0EI1GKS0tJSMjg/r6+kOKcVIUhaVLvkGSBLRqCyk5gt1cDAqAgkmXQTTuQ5YlIkkvHa5tmAwZ+MJtWK0W9CaFs845laKiIlavXs2cOx6gvOgIjj58FHsaVjP9hKMHXLSmTZvGpo1bWLdmO4JKJF2b5NLLLwagtaWD7IwK4vE427btQJDSaW/qYPOGGrLSS0m3FOOPdGMzFpCSU3j8XZiMVkyGXN7+MMzKtUEicT+zf38Yh4/PZ+POFjo7Gjj5eDOjhwloxBSXnGfk8Re3IKvyuOq6Qtra2ujt3MiDd1XR2xdk5dpWCvNkNmz1U1xcSFFeE8lEnHg8QlG+Hr0+xCUXjuKTz62s3WLm6t/NRqvV0tK0kqz0COefmY7Xl2LLDg8FBQUD094fIuTt27fT29vDN293oNbIZBbpWb/IReX4DNrb23C5XOzZswe73c7QoUNZuXIljzz3IsUXXYXGbGH7V58yZ+69/GXeIwSDQa743UWUTZQYerKer79+lbb2FnQ6Pca0fLzhFCvWNHDaVCMWWcWyb3sQRQNLVkQ4arIJu03gvc+CxGIKF56hYfKEBKvWe2hrg3NmGBhWqePrbyOsWBeherCGPbUKaTY140ZqWbKyP/l74lgjY0fo8IVUfLA4TI9LortPJplSiMagpVPiy+VhQhGFLbUJqsYVUr/PTywpENpfgz4rl4S7FykRJ1S3B0FvQDCbMcpw0tUP0LJ3MyOdZube/cNb539J/G9UyIeaFlJQUHDQAuJP4cgjj6S5uflfeu8nn3zCueeei06nw+l0Ul5ezsaNG5k4ceLPPs8fwq+CkJPJJDt27CAWi1FWVobD4Rgg6UPdrdfa2sq2rTWkmXIx6jLo8e6jy7sLmzGPWCJIMNpDgWMMZkM27lAjwXAXCjKJRAi1Xmbk6MH09rlYtGgRmzZuoThvJOXOSpLJFKXxMXyzbBVnnnUm0N/OuP2OW1m2bBmPP/YMasnKHbfNZfqJ01AJMvvrt5HjGEzQH6PP04on2IozexJqlZr8jALaenfgC3YAKqKJEBZDHgZ1DopOpKOjA0WQ2bKll1ffaMLlspGM2njnAw8mA5xyvJHOrgT5eVoCIYGbb/oNGlEkHHIjCCrS7SY0GiuSrKd66DhSkpZ5T9WzdYeXTIeOtz7sxGSyYE/TE0+IlJVV8tKLDxCLBqmra+fyWTnkZIlo1CmOPyqNttZmJkzoD3Xt6elh+TdfYLEYGT16El6fj7kPzWb8yWlMOj2HVR/2MGVmEaddUcnn8zvRDNVy2pnHk1uuo68jyhFjj8Welo1+yFB0tv6ZSNaEKaxd1K9K2bRpE5a8GNMvqCSeiFM9Jo8/XbSISYdPYdvmdeRNmEynu49nnv2GCWPHojWUMaxqH/vrm5h+TjsOu0B7V5LhlXoSCZl7H+1DViDTIdDWmSLLoUanU3HOqVb21MaRZYXtu2PsrU8QDssU5ouccaKBMqeWWFKgsSXJp0sTyIIOwZbJ8norfsHA25/2sHNPgonjjPTVtrBskQdDUQm+zWsxFjrR5+YT7+7g91dfSUNDE31xM0MnHE8qlSItqwC3t/V/hCj/N1sWPwfBYPAX2an39NNPs2DBAsaOHcujjz6K3W6no6Nj4P6Fv0c3/VL4VRCyKIoUFRUNZGh9F4dqMJRKpdCIIjqtSFKKkW5x0uHahkfXTDTuxazPIsNWjiQnMeszUWSJnPRqfKE2+vx7qdsZJJ5w8cr8BegNWpAMlBQOQSMaCEeCIAdZv349w4b1+wIEg0FefXkhlSXTyMksYsvOFTz0p2fIy3bS2rmHZOJrUIS/Sew0dHlqyEobhCzJmPWZxJIBDFo7oJBmKkClUmEz5+ENN5GXPoaF76zBoE1j6mEnEImG8HgaeXHBWkYN1/Lx5xLFhSXUN7Rz/SVOzGYrd8zdyX2PbOCCs4eQkZnBU6/0ckp3L/VNCaaffDkrNrbS29tGOJKP3abmpjl7MJpL6e5cxh2/L6HM6eSxp7p455MAmRk2DMYMbDYZna5fa9zT08MrLz3AsUcqZGXa+Oi9lWyscXHmjcUMHp1JKlWCIq9j9Ud9bPs6zIWzLuW9j95k1HQDIyZlk1Ni5ukbljFmyHQkV8+AtNHT0kjA7+PGW25h6JAhtNa7+fDF3RQPtjB8QgGg4r675vDI439h3eL3yHM4uOvFD9m4YTk61lBxSiZbd7p5/8sk22tlLOowfR6JprYkV15kJZWCRV+Fyc8TWbQkytW/tfHyG36icRmzSU26Xc1vzrawfXeSv34YwGoVqB6kxeWRqCgRWLwkRo9QgsZuJ5xRRfrkMD2LP6BZLqTjy1YkrY5o3ELmlMPxrv2W7JPPRKUSiDTVsfirJdx+8408v/BjZCmFJCXpadzF5BMO/7efoX8F/9OEfKjHk2X539odCHD11VczZ84cVCoVc+bM4eabb+aVV175j0U3HcCvgpAFQfjR/CxRFInH4z/7M4uLi3GWFbKiZSOypJBMRSnJPgKj3kFT10p0WguiWo9Bm4Y70IAkxVEUiUi8j1zHMAaVjWL79p04jNWoNCFcHg+vv/sQJQVDaOnYR3nZEB778yv4wx0IKjVqtZ7a2r2ce+oUYvEIm7euwG4ox+P2olE5CCWaEQQRiyGnn3yAbs9estIG4Q42kZNWhdmQgT/SgU5jQhS1aEQTomAglVAjqIxYDYU0N3VhMhtQkU1ru8Cfnohx3hkj2bC5jROOtlJdlYNOq+OGq0bw/OsRXn5LIC3zeEaMCbJhayM9rhTNyxcgyxLjRk/k1deeJxKJ0NPTw9y7b2RkZS/JaJLa/b3MOmsU5166nI7eDPxBia279fzhj/0+0OvWrmba4XD0lEIsFguOdD2fX7ELS1rOwO9WXJ7L8OwpXHvN9ezatYsnnnkIc6GdzcvbGTYxh6IqA+Wl5RTt3Uvru6+RErX01GyncMpxrPZEeOve+9Dk5NG9PYfYhzXk2Bs57YRZpKen8+B9/Qbx+/bt4/U3XmLdive5e3YWG7d66I5nkFuSoC1tCMHNK/H6IkwYrSfdLiLLCna7mjUb47i8sHxNDI9PYlhlv564qTXFq28HmXurnb9+GOD1t4Mkk9DZnWJ7nUhaQRY+MsgYdQIGBfqWfoaSiJM2bhKpYIBww340miA9n72PddgYUqEg0bZmVPR3ywoKChhWlsOaj55EAcaNHs6555z1Pa39fwL/0z3kA/7jPweKohySH/I/4rta7Msvv5yTTz4Z+M9FNx3Ar4KQ4Ze34BRFkVEjR7B9yz7cbjeiWo+o1mLSpaPTWkmm4tR1LkUUdISifSiAK1BPMNpD1eCxJBIJkAWisQievlZ0oo1gMECvuxsUgUljzyQZT/LVNx+RkWnmyMNm4u97j8+XvonRaMEf9CKltBRkjEajNhCK9qER9RRnT0AU9HR5dtLj3UM06UGvSUOvtSIjE4l78ISaUAs6EskQKpWIP9SGWhCJJPykyTLIAmqNCpMhHYutgq9XJOnoFJk0IRudtt9v1x+QSM/IxevtYs3qRZgNcUpLDHQHYlw+byi5edn8dV4NTz79OLfd8gcWLniWo47Q0NcnUjXYQm29h9p6gdKyEXR6j0avN3HHnceQnt6/7VyWJXSi6m89eRBFNUV5RXzyfBMzrnIScMfYtNjHEw+fitVq5Q933cylfxpE6UgjarXAE7/bSzJg4KrTRzBr1iy+/fZb/jh3LoPOvIDMoSPx1u8npdGS7Ook3NqMIa+IjuY+fn/93xdpamtruWH2ZRjS/CBEmb+wjd4+icpqGSEYR72zGZ2cQq0WUavB5ZYQBIXGliQjqvV0edQsWhZhdKXIXbPTQYFwRObym3oRBLBZBDq6kyxeGkKlQFyTi2rIaALLvyba3oIiy8R7uxDsdpRUCiQJORZFjkbQ5xYS2LWFwM4taDMyMWs0XHfVFYwfP55x48bh8XhobW1FEASam5sHfCQOyL8OaHV/yYr2f6Nl8XPTQg5wwL87OB3I0QP46KOPBjIrZ8yYwaxZs7jpppvo7Oykrq6O8ePH/1vH+i5+NYT8Y/h3LDjj8SRWazo6VT6JRPT/sHfmcXLUZf5/19HVd09Pz33fk2NyJ+QOCYRLblE5RARBEFgVdBUPVMBVV0XXVQFlQS4FBASMhoQrIQm5z8k5ydxHT8/V0/dZ1VX1+2NMFhaCwKK7sr/P6zX/9Kuqq+dbVU899Tyf5/NhILibRGaMVDaEIjspzpuEZqQJp3pxu9yI1iQl7gKyDBKKlDI01kkw2k1jxXIc1kJEQSLP4UERvHT1HqAgrxqPsxRVCyMApy4+k988eRc+VwOqlsJbWIXHXoqaS2O35uOyFeK0+sjpGkWeJoKxdgp8ReSyBn3BrWh6mjxXCSltiJyuUVVZT2jMwOuqIpZUcDvLOdK/GtmZQraIOG351NbN5I47v013dzc//P4tpNIdmJj8+eU0JUUZrrncQXRcYXhM5HfPJVl+STGyNYsgmSz7aBmvP7oNgPGgn899uo7fPxPlWz/oxemAbXuzXPGpr1FVVYUkSQSDQbLZLC6Xi9lzTuGenz+DwzFEaUmGZ1ePcNONX+FYxzFW/fQF7DYH377txxQWFhKJREilE8xZMpeRkWF0Q8NTYGH6tHOZM2cOAGeffTY/u/c+kopCcjhApLsDU1UpPu8T5BJhkh1tZDIZNE3DZrNhmiY/+en3cLtH8LdHkUQTl0PCKBTYsCFEQ62FM09VeHWTjmIR2Lkvy7yZVrbvzXDWCgcrludz6KhKKKThcRvIImi541ZfJnf8OMSkRis53WTHHpVwVMdcOAdr/RTk3TtID/YDJpbiMsikyQQGiO7djuRwYWgqSokLW1kl6f4eplaU8oUbb+SSvzBMBEGgoKCAZDKJoiiUlJQQj8dPGI4mEgkCgQCJRALDMN7E03W5XNhstvcVsP4RShapVAqn0/me9rniiivYsGEDwWCQyspK7rrrLjZs2EBrayuCIFBbW8v9998PQEtLC5deeukJLvy99977ga7JhyYgv1OG/F4CsqZp/Oq++3n6qT/Q2zdAMhmn2DOFAncjI5E2IokB1Fx6wiEk0YFhqOS5ilky9xKamybR629jOLIPX2WGyPZjFOc3I2IhmQ5SUlBP1hxFFGT6+nvI+CQCY4eZOX0iqERjo7jdHhqqZqHmoqSyQcKJAQQBFElB0xMkssM4HC7i8UEcTjsL5p7Otl1r8ThceDxljIwN4PI6yKRgWtNSUmUa7Z1txDOjaEYKmzfF5344g6rGfDa/0M36TWv4jvkt6uvr+c5dv2Lrls0AnHV2CrdlNSND7bgcBmcss/HgExEGO5JUz5xwCOlvj1FSNBnTNMn3VfOnFzZxwzWzaGtP8OBjHVx7/VdOcDdzuRyJROLEkE4ymWTR0st45fXXsdsVZs+7mqXLTmXlGWdy802fZ8uWLXzzO19GsuoYqozTnseedaMsPKea4f4YiaEgn7vzpjedu3kzZ/Crhx5C8RWSGQlgb2wm3r0fpaka2ylT0M0Ue1tbWb5sGbt27SIW2k9FYZZ+XaO00IKmmxg6VJYpROMGHa9nUFWYN8vGpEYLO1szmCZMm6zgtOq4HQbzZ0is35Rhy64MpcUyr29PE4kZzJtt56JzXfzs/iiBMYGoVEJu1R9AEJA9XgS7A1EQ0MMhJJeLZOdRDFVDypOpuvJ6BGDg0Xs5dekS/rxq1dteq4ZhoGkav33mKTpHhhgcHKTA7mTZwkUsX7QYj8eDaZoneLrxeJyhoSEymcyJ8eQ3ZtN/re769yiLvBHvp6kXiUTec0PvySeffMtn11133dtsOYHbb7+d22+//T0d491CuvPOO9/L9u9p478nDMN424BsmiaBQICKiop39T2PPPwYT/1uNe3tnVilAiTRTiw1RDjRR2XhHKqL5+F1VZPOhijMq6WsrAKL5KS4oAqfz4fH5aO9dxe//d1D+Hxe2tracTsLMHSTSKqPgsICOvv3EouPMhbpJ6uHQdJIZIKEEt3YbFYqiiejiIUMh46gamnUXJy0MUJxmYOS0gKsDgNdHuNjl55PIj1CKp2m0FdOb18nsuCkwN2MaNppbVtPTgiT1ocpLPIiWXWqZ8C8s3xoepaGlnxe+8MALZNnUVVVhdfrpWXaNFqmTSOeSLD+1Wc4ZWaOrKpxtFNlPKSzb0eSQ7sTDLYZHNyQ4htfvZP+/n6amqbQ1h7jT2va2Xcow6mnXckFF1584gYWRRGbzUZeXh5FRUWUl5dTWlpKXf1klixdidvtIRAI0N/fT3d3N1+9/fNc+Z0aLryhDtmhsvOVAXpaVV55oocXH29HRGbA38+C+YtxOp0MDw/zlW9+i8qPX4V33mKMTIpMPIh7/gxcc6cjOO0oIjhVnfDQMN/77q00VEXJ5TSOdWi4nCKGDqm0ya2fy6OpwY7FInKwTcUiC1x8nofuPg2XU6CnN4fPK5BO6WzdlabPrzE2bnDoqMqBtizprInTl8fzq2PsaU2TcldhJhMYuo5oc6CnU2DomLkcpqaBYWCoWUSrHVNTUceGCW19DVFVeeqJx9+WQ9/R0cGePXvY3dqKXzE4OuSnOxbCHwqSNDQCvf3M/EsWZ7FYcDqd5OfnU1JSQkVFBcXFxSiKgqqqhMNhBgYG8Pv9hEIhUqkUuVwOQRCQZfnEOXwv99EHgeHhYQoLC9/TkMvAwAD79+/nYx/72N/wl70v3PVuNvrQZMgnw3stWWzbuhP/UD+YErJoAxNyop2UGkKxONENHZvFjd3qJZoYJr+wntFwJ9Pk+ZimSVfvISKRCB+98DIqq8s4ZfEk9uzaz3B8BEEwiGfT1FVP5oKzJkjo4egYfWPb+fo3bqampoaHH36M3z++img4SVZNEtNGmDN9GdOmnEXvYCvLz5pOUVERprmUnu4+tm7ejanLWEt8eN0V5FSR2tJ5KFYrgyO1CM5+1q9aTS6X48iRI3zzezdSVl6BqqU5un+QeDTDr37xBNu27eS22/75RNNm8eLF3PMLD48/Nw5Gmr2HMjgdIlZJocI5jQuWXIPzLCc2m43GxkbsdjuzZs0imUy+49DHGyGKIrIsU1pa+qbP9+zZQ2G5jZpJeexaP8DqR9qYepqDaECn50ic6+6aQfPsQjb/sYsv3Po5/uXOH3Hlpz9BwsjhcbqwiiK+Sc3Et/SRHvQjF7nRUmmamhvZv38v21f/nDOWyTRUyxxuN/n0pR6a6i0U+CSeXpXgwScSCLKFaY0ySxa62HtE50e/HMdpl+jpV0llYfu+LEXlbqqrvXj6xujuy1FRJjE8onO4I8fB9iDW0nK0XAh9sB+sViovv47wlnUke7pAnPB8Ez15KB4vWngcAROnJGINj9LUUMdPf/hDmpub37Juv33iCZ7YvI6ULOLfewA9p2NUFGGvr8IiWOju7cHnyWNoaIja2tqT3hdvp8qWyWROjCcPDw+TTqeRJAmn04mqqkQikf+2xvG7xf81cXr4EAXkk71KHbeHf7fI83qIJyKYpowoyuTba4mnd2G1uBgOH0GRHRS460lmxkhlw4QO9WC3O3lp08OUFJeSSIeYM20lLc0LCIx0MxDu5MmnH8HhcGCz2Xjssd/yxye3IEkTSy9JMk6Hg5kzZwKgWGTyPcXUllXQ09uOZkRZseSj2G1OkqkEg/4hzjjjDF555VVad3XRWLaCPHc5bT0biMZH8dir0Q0DNZshlcoQCHTz8MMPc9NNNzF//nyWnXIe9966BsmVoPegxtlLPktz/Sx27V7LgQMHTligS5LE1dfcwto/383kxjAL54usXRenuLiIOQvOpampCVEUmT59+pvOwXGhGFVV3/c5q66uJjKqEg9p/Pk37Vz57TocHpnxboVXnk7SPM+F1QqnX1HGXc/v4+YvXMfyK908+x8DKGaEaH+S1LZVlFuz5EcSJDa0MzgucGh8HIuhIckmc6e7SaYVJBGWLbQzFtIJRQyWLXCwfnOSTFbF6XSw9NR8bPYoGwdqyfOVkp7sYOzVF6iZXceUxV4SSZPhRJrhmMKRmJPs2Ah5CxYT27+bzOAAgiyBKOKqqSe8ZT2Z4QC+U88ksnU9Ri6HmUqSM030VAJHnpetr2+iqqrqxFocL0tEo1FisRjpdJrfrn8RWuoYaz1E2ucB08CzdA6yy0G2f4ixcILQ8Mh7ZkQIgoDdbsdut58YGYb/FPsZHx9/k8axzWZ7U9n0/FJcAAAgAElEQVTDbrd/oCWN92vf9P8D8ocIF118Hr954GFyehb+EsjzXOVktQQCAon0CMFoB6ZpUlk4GzWXIq2FaKicz8D4Lupr65k9bTkAtVVT2bz7ELt27aK6upp/+8kvGOgf5tixowiSQF31FDr7d3HeRcsJhUJ4vV5eeWkDdVXT2bHnNdIplXhqnMPHdlJXOYNQaJilZyympaWFB+5/iLKiSSSUHIlogsriaYRifQRjnfQFPGiqQTjRh8Xi5b5//z3dnT3c/dMfc8e3/4UdO87n1lu+yhlzL6CxYUJc3m71EI/H37QW53zkfDKZNC+ufYKhQD82eyNLl53DRRddQmtrK/39/dTX159gTrwfvN3DsqioiC/e+DV+eeuPGBlIoVhFCn1FaJGJII05odoWHc+AKREIBLjxI3PRNJ0//PohTENn6jQLy09x0dedYcOGUSaXS4w6ZGL4kM0sRzrSjIV0uno1rIpIVaWFyY0Wtu/VqCizYHNIPPicQDqbpqpIwFnbjNIyF6skE97+Ol3SDPybMxiSlTARZLuG7PaQHewj3deNa9I00sN+tNER0DUSRw+BaSJ5vIS3rANZhpwOmopcXIaeiHHz9ddTVlbG61u30D7QTzwUon2gn47+PlLZNHMWL8KSVhkaCqAbWZKGgSCKmICh58iGIoiyRCwSxe7NfWB0LFmW8Xg8KIrCpEmTTpy3N2bTo6OjpFKpE6PMbrf7hDLbeyk5vBHvxy3kH1kLGT5EAfmDeDKrqspzz/0RSVZw2gop9k7BanFjtTjpCKyjyNuIYnHRN7KDjBolGOtGsTgQkBiP9qNlDPoHegkMDVJWWsHBo9s40naEe372KEfbD9JUP4uVi6+mouAg+9pexFOoMRrs5+kn/sxvH32KG2++Fi2nsnXnq1QXLoY8haFgG+tef47G+sPUNZbzsY9fAoCvIJ/OoVGmNC/g0KHDDPQexe2xcdaSpWzftpvh4DiT6pbhcRUSCO3h2T8+w0fOO4eVK1eycOFCTj/tNLra/NTVNhGOjpFUJwws3whRFLngwktomTaL8fFxGhsbEQSBm77wGTyVSXRD45Xr/8Q9P/sN1dXVbzkfnZ2d7NmzB7fbzcqVK7FarW/Z5mRvL5/4xGUsWLCIr379VlpfGuXC6+1IskZ0BB69o5va6U52rB6hqjif0dEE//5PO6itELn8fIXWvXH8R7NsiGQpLhBwOwWCQZ0xswTf/MUsKTpKc0mc9tZRZrbY+NOraSrKDSr2q2QyJssWOknYS/G25FHYsoSOhx7ADLcSPnQQQZLIJeIkO9pQFi5HHQmQGRzA4itEDY5iLa1Ei4bRkwmMdArXlOmUnHsJgijT9+ufkEsnEV0ezFQCwW6n9oYvE96xicZ8N+eeczb3PvgA45KBxe1k9baNZLxO8qbV4cnz0O4fZubkKQz3DiBlMwgOG3pGxUyniG/eg1JRCuksjsExLr7pKx9oWeG/NvROlk3run7CMWRsbIyenp4T0pn/NZv+a8H2/fCJ/9ED8oemqWea5gnaz3/F4OAgZWVlJ70AVFWlq6uLjo4OHnnkUeRcOSIiBe56LLKVZGYcwzTId1YzOL6XfHcNdmselUXzcNtLkSUrgeAh3LYyZNlKR89eRkYHONS2neqyFtIJEZtQRlf/HjQtTV1VC7LVYGR0gOqiRbQ0rKA4v4nVLz7F9FnNHN7fi8taRVZNYQKx5DBWi4/x0Ahuj41Zs2ZhtSm0HtrB4FA/keQAkYSfyupyOvsPkMqOkzOzlHgm0x9/iWVXWKmaLvDs468wd+YiSktLmT6jhe27XuNo527S2gjXf+7qN6nh6bpOX18fR48epaioiKlTp+JyuXjwofsRStr56Oem0DDLA5Ysezf2cdqKM960pps2beIr37yRjOsQu1o3seZPr3HOWee9KUioqkosFnvTDX382JFIBI/Hw7nnnM+Gta08+K+vc+C1GLd9+dssmXcOwR4JxejkYxcanLbSynB3jOZKgUvOsdNQa6G7RyWR0BkZy+HNt5DOCEyuk9BG/LisOfp7k9x6nYMVZ5RS25TPC5t0RoeyLFtoRTdg/T4bQ9appGJpokcOIrvc5C9YhiDJZIf8SFYb4e0bSHW345m7CPfk6fiWnIaeTCBIFrTxUQxNw9U0GdntJb5/N8nudpBllDwvot2JZLMjKgrhLes5/6MXEvY62Np9jI62Y7Tu2EVcBqnYh6rr+BpqiB3roXXTFvSaEiyNVeRCUYxIHEtlKWYqg9rjRw7HqCgp5zOfuOwDfXXP5XIEg8ET3NyTQRRFrFbrxLBPQQFlZWWUl5fj9XoRRZFUKsXo6Cj9/f0MDQ0RjUbJZDInpuveWDMeHBx8z03E9evXU1NTc4I3/L8I/7eaeu+UIR9v7P3XBoGmafT29jI6OkpNTQ2LFi1ClmQU2QGmwGj0GAWeBrJagmQmSET247aXISDishWjyA7SmRAiMoah48urobigAm+RyI79f0SWXSTiOXK5NDldw27xMjQ0hFXZz+GOHURjEcrmT5QrRkfHiIzl6OzoIq2GSGVD2BQ3oiCiyC5sYjGaqvCdb30fu93BjBnT+Zfv3cHOnTu575cPs/iUi9i4+1EWfNRO4/Qmuo+OsOY/nueSLzTRMMuJYnNRVSXxh+eeYObMmfh8Pq75zFUcPHiYl9du5P77fstLa9fxjdu/Sjwep6+vj/LychYuXPimdQuOj1A27T8FxctqPRw8OPaWNf/ZL3/ApV+ppXFGAaZp8uj3D/PSSy8xd+5cfvDjO+nt60bXDBCgurqGf/rcl5g1axahUIhHnnmKYCaJqeX4yMIl5HI5SqvtlNbb+fl9P+TbX/8Bx47uZMHsNHNOK0bTdC5IetiwIUFhvoTTDk6nwFhQR8VGTHXwxdsqGeoapasjiduaZnBc4/BRB7OcGmI2Q1NxmjWvJBkbzSCKJqGsCrYoeiaNkc1Scu7HEWUZe1UdWmQca1klmaF+DN1A0HUcdU3oqSTxw63kkglMEwSLQmT3diJ7tgNg8XipueHLmPpEk7nnnn9lbN0L2O1W+tUUjXluAr19DMUjqEYWI5pBbO9BsdnwZzWGN25DbGnAOq0Jye0k296HfdZkbFPqUf0jpLe1oqk6mb/wkFOpFA0NDe+7ZPBG/Hc4yCdzDHljNh0MBt+UTR93C0kkEu/Jf+8fPUP+0ATkd8Lxab3jr8y5XI6+vj6Gh4eprq5m0aJFiKKIqqokk3EC4wNU+GYxENzDeKwTQbAgS1ZC8R5sioeMGsNh9eG0FWICiewYkmhhcKwV/9he3INuwpE4k6sX4LJW4LR7Odr3MplcAofmYcO256kunkuCLJ3dR3DafLid+aSzMaLjNmxOCwPBHThthSRS45TkT2M43EaRt548Wz3fveOH/Oo//p2ioiJyOZ3qsulgGGRyYXoOZ2jfFyTP60a2mRhCGqcrn4qKcsa6BhkdG+XgwYM0NTXR2trKxldbWTjzo0iSTOuh17nrjn/hczddz/z589/2Rj5l7hIee34LDdN8ZLIam//oZ+Up17xlu0g0Qkn1RDYlCAJFlQrBYJCbv3gdMz8iMu0SO7vW93NsR5KyeVZu+cr1fOnzt7N+8+tYJtcy/dyVqOkM9/3qYXo7NnLjzxqQLSIzz7DzpS/dQJ5LZsokK5JsYiLQH1Bp68xy592j9PkNsqpJVhUYNz3MnVmAr6qIza+N8M83ehgP6QTHc6x6KYkpSORcxfRGQFCyBFMy1sJSrCVeku2Hqbr2i/h/+2tEi4UJwWow1Czpvi5ExYYoy0T2bCO6bwemYSBYFLxLVxLbuRnZ5SEXj+BbfjahTa9g/oXqJlpkDG2i6alUFFN8ygyOkeHIvfeSjERRFs1EjsTIhaNo/cMYTjtd2/ehFPqwWmT0YBhDzYIAgkUmc6wXI57E2tKAFhgjEI1zx6P3M3vWHGq2beHqy644MfG2fccOWtsOU5jv4/Rlp77r+v/7tW96J0iShMfjOWE+C5wQoo9Go4yOjtLX10cqlUIQBBwOx5vKHm83Vh2Lxf5/QP7fjuMZci6Xo7+/n0AgQFVV1YlADBMXwtlnnYu/N4qWS9E9vAmPs5ya4oVouQxDoQOYpsFYtINi72RkyYo/uBfd0IimBsmzV+KweQnGOolGTSQcCIaNaGKIVDaEIApMbp7GwSNbEEyZcHyAmrKZ9AzuARMcTgcN9ZMYDQ6STqbQdQOPXIokSkSTfoo8TeS7yikrrCec7OXVV15j8uTJ2O02tFya3sABZp7u4aJ/qkYQTf58XwDRsNG2TqSmxsJo9xBP//wwlfl2fvS9X1NW5cFiEfF5KjEMk3A4SCadZsuOLUg2jU9edg2zZ89+y1pecP4FDA8H+OWtj5JMJrn0kiu56spPv2W7hfOXsubRnVz42SaCgSQHNsRY9tkCJGeSFR+dTmdXB7IiMDwQ54XHjhANavzrz2+juM5G729UREmkZeli2o8cpGqyhM0lMNybIJVWSSay1FTJPPb7CM+tiaOrJh47OBwi2/flmNo08SBprhfZ2K4wHhXx98Rxu0QcdhG/LmMoVlJqlp/9ehylqoCeY0nsJeUIipXyyz5DdsiPOjaC7HDimTmPoecfxz11JpnhQZLtR7D4Cim/9Bokmx3/7x/Ct+Q0nE1TGPztr/E0txDfsxU1GgZdY3zjy8hOF1o0zMiaP+BsnEz8cCuizYKvrorCWVOJJuJEshnUsSBSKAKCgGvxbNJ5nSR2H8I+qRbblEbU/gDaUBBGBLTBMcQ8N2RU7HNb0MfGkfLzyI5H2PPa6/QMBnBZLLQePMicadPZ2bqPw5ExKufNQB/sZtfhg9z++VveFBBPhg/avulkOC5E7/F4cLlcJyRqDcM4kU2Pj4/T19eHpmkoinJisMXv9xOLxf4/y+J/A96pZCGKIn6/n0gkQmVlJYsWLXrLxbVmzRpa9x7EaS3Cbi0gmR6hJG8yY5F2srkEhqGhGRkEBBxWH25HGUPj+5FEC3bFi6onKHdOJ5ocxOUsxKHkEUuN4HHlMRw+SCjWx0hYoNg7heK8KVgVB+2D66grm0+7fz3nn/1ZXtnwB0o8M6iZtpBwsofBsYMUlLrp6+vB6yrBokgIIlRUVJFKpdF1nWXLlvGnP64l2N7LnOk+RgdSON0KBeUK8+cv4OYbbuHZVU+wZfM2MiEvMVREYogoiPYo4REDn6eC8Ug/RwKrOee6cpz2Y9z6tc/yy588zIwZM96yzjdcfyPXXXs927dvZ8mSJW+75t+47Tt871/v4MfXbcLlcnPbLd+jtraW5MMqmqpzbFeUrv0xPv/LSaSiBs/8tIfr767Bk+9msD/NA7fdQ/Mp8wgN+YkFs/zkukPkNJPxwSyNtRZGRrPMWllAUbWN4I4xvvKFAuwuiVc3JHn8iQgXnu3ENMCxP0B3u8nDD4WwaWFeKLNTXKIwMqrTE/LQH9QpOWUO4rGXkb35SDYHgiCgFBRhZDMkjh3Gu/BUxtevZezV1RPDHYpC5RWfZSJjFrGVliNaFCSrHcnpJtq6E0NVcU6aRrqzDUPTyMUiSDYbVUKOXG8bU+dPR2g4h75UnMHd+7EVF5DpC5BLptBCUZS6SoxUBgQBwTSxTqpDj8QwMyq5eAI9mcY0dDJtXVg8bnKDI+jJFEpVCYJponlcjLa1k5vVwmtHDnB0bIhkOoVz6Ry0PBd1s2fQ9vJGjhw58iY5yZPhf3psWhRF3G43brf7Tdupqko8Hmd8fJy7776b/fv3c/nllzN9+nTOOussrrrqqnc8ztu5hYRCIS677DJ6e3upra3l6aefJj8/H9M0ueWWW1izZg0Oh4NHHnnkxOj+B4UPTVMPeIsQva7rDAwM0N/fj81mY86cOfh8vrd99brrzh/Q1dmHz11HIj1MTs9ioJPnrKCyaB6pbIh4ahhRlMlqMcAk311DkbcZt70E3VBJqxHSWoR8Zw3VpbPoCmwmngwClr8w6Ewayk5D1VJIogUtl2I0doSCQjfJVIJUXKfY10hDfT0NtdMZGD1AvtdLIpEkHPNT4CuiorKMVM7PGWcvoaqqisLCQsrKSzhwcB8ZLc4pyxuwWdzseSnBRWdewwUXXEieu4CX/7ybmY0XUlkyjXA4yFjYT1V1Mc1TqjnauZ99R1/mnBsKWH7eZKqb8jHlLB17Y6w49fS3XWtBEPD7/W/izL4Rsixz+mln8pmrb+DKy6+moaEBn8/HkYPtrFu9h76jEepm2XHlK2xaG8dmN+lrS7BrzRipaJbu/WGCR9vJxf24XFA9080nv1FDfChNaChLJG6y5AIfu18IctFKO8uXOnFZQU3pDI3qfPmmfObPsbGzNcPwYJRkLMlYOEdnX44dO5Ns25XG358E2UKy/QhIIkY2Q3Z0CFtZJaKskBnyE923k/CW9ahjwxh6Dnt1PaaaRXY4sRQUkx0eJLJ7K55Z80l1HSN2YDe5eAwjm0EbG0K02VFsdpyFRVgdFhaeuoSsQyGaSjDU2U3wWDeaqZMNx9CTKfR4CgETM6djJFLomSx6OIogyYh2Bfucqdgm12OqGoKmY6kowTRN9EQKqciHKMnkQhHsUxsxYgmSfX7yFs5ESyaJDo8hFxcQ6u7DZbcz2j9A+669tB45jMfueEeaXDKZRFXV/xbF8b0gnU6TSqX+qsi8JEk4HA4KCgr4xCc+wXPPPcfGjRtpaWnB6XSe9Po8jvz8fK699lqef/55br75ZgDuuOMOWlpaePrppwkEArz66quceeaZrF27lrVr17Jjxw7mzJnD5z//ea6//vp3+y/9323qGYaB3+9nYGBgYjy3rg5Zlt+ZBmQK2KxOYqkAxd4pBMZbSWXGaShdzmikDTCYVHkWINARWMfg+H6qJRsCAjbFi1V2MRI9hiAIRBIDMJzDYfVS5pswaLQpHvZ1PkU6G8Mi28iocWLpAHk+C5dccgmDgQGisTDNkxqw2xzEEuP4BwZx0syCKacyOHKEQ50bKK0V+fR1lzBz5gxyuRx3fue7rF+3FUW2c+TIOINHdSRRZuGc07js0ssB6O7uobK0iWw2iSLbcNlLONb+KgnjKNXVNVx8/hUI60IUFf0nEd80TETh7WuGe/fs4Y/PP8jAQC9tR87jk1deh91uf8v5OC57Go/H8Xq9WCwWfvC9H7N69WpW/el5Akd2klMUqhZN5cXvvsr8s3w0z7Oz6dkh9JRGs6+bpD1H57DJ+Su8hEdU9m+LUzPFgSymmVdmIM62cOCQygXnGRSXWBgcTuB2ihSUKDzxbIyIoHDbI03Y3BI/uvoIrgo7n/xGLelEjsd/OEJYnky8qx1BEBEkmVwyzuCTE1xmwaIgKhNmrEYmjWSzo44MYuRyjK1fw9hraxEVC4IoEHjyQQRJmmD6pOIIFgXZ5UQ2dT56xpns7O9Cd9lZv2UrKTOH57zlSA4H4r7DZI504Zw/A0dLA1JHL+rgKEY8CVkNAxPJ7UbtC2CbWg8ZFdMiITpsSIVebJPqyCWSpLbvJxcYw9pQhWvFfAxVxVJVihqKkuzx4/Dm4Z3SiOjLw1paQOu6jaj+EUouOZ9Op407HriX7+g3nlS57H9CevP90PZyuRwul+tNA0vvhLdzC1m1ahUbNmwA4Oqrr2bFihX86Ec/YtWqVXz6059GEAQWLlxIJBJ5kyrcB4EPTUCGiTrw4OAgfX19lJSUnGhMDQ0NkU6n33Hf01eeyr49hxkeGcRp82FXfKTVcSJJP7HUEEXuRkLxHhKZIE5rAVhNhkOH8LoqyXOWk8iMklHDWC0uMrkxkkYKq7UEMJFECxbJgdXiomdkCy67j5yRRLZlmdp4GpEhG6mIgs1pcrDjZRzWQgLjbdgUD/WVcxAEkebaBYQSXXz80gu54ILzCQQCbNq0iY2v7WbhtMuRJJli7xTSdHD/A/dSXFx84iFVXFwEUhqLDMHIAB3+DdTPFfnUbTMwNYknfnIfF59zDc8++Bu0rIGaybHl2TD3/NvH37JOL7/8Mk/+7vvceHUFxUUVbNuznd8/KfKZa28+sc3w8DC3/vNNHDy8n2wmxcLZk6mqqudTV/8zTU1NXHDBBSgWmZ/85CDbnh1Es4Ronu3iiq9UIgCNs1z82+eO8tjTfmx2AW+JlR0vjGPoJnVNNhrLBKYtdOOVdFYsdbBmbZzv/TREQ6PCS68kcDlg1Zo4z61OsPiqCkzT5Kkf9ZGO6YQCWYKDWcob7Zx6sZtn/m07FkEhkzQQZAuCRcE0DLwLlhPbvRXJasVIJxHtdtyTp4NsIdV5FHt5JaaapOqKT6CiEjvahrNrgNFEnJorL0SIp0l09+N1uth/rIuky4J31mRGB/wozXWIbgemKCEV+zDbupAbKpEcdgRFJjcawogn0YUUUp6bXDSGYFfQRkJIHjdivgfNP4KpG2iBMeSifKTaCjK7D2FV6kjva0MQBYy0imCYiNkcQiJFzZxZDI+OIAkS0VCUhkXzqF8w0ScYUDX+sHb1SQPy/3TJ4t3gg9BBhgnzhONBtqysjNHRUWCChvfGjPu4W8gHGZD/fo+8vzFM02TPnj2kUinmz59PY2PjCZbAu9GzUKwywyN+RFEmnhrGIlspypvEWPQYGTXKcOQwVtmFXfGQ76pCQKDcNx3BFOgZ3oKaSyGLdhSrxGVXfJznVz2DZE2TzIRQ9TS9I9sQBAlREMgvdNBQ30RhfhmnzDqTmqpJzJm2kuLCKj517QV87FOL+e73vo4gGqjaxINEy2VRc6kTo8miKDIyMoLLVnJiDLusuJ7geIiSkpK/yEAaDAwMYLPZaJpaimkdIq8kjeyK8rGbW3B6RKqb8pn3kXw0LcMdX/sZ4/vqSHVM5Rc/eegtWcaGDRv56Y/vZVKNjpaO09F+lNKCAI8/8Uueevr3BAIBHnjwAT768fOxVvr58oP13Hb/ZHqGuzltic7vHv0Jqqryhz88yeuv/YJUYpT4cJBkdz/OfAuRmEE4ZiBaJdJpk0nNVi6/2IOs63TvTzDSm2GwJ0tgQMXlFPBYTfSMQW21hS5/jh1HctQv9XHgWI4nN+bIWC38+T8CPHV3P3UzXNz53HQ+eXstT/+4j/BwltH+DAvOLeAbv51M7WQZI53APXkG1VfdiLO6ARPQkglM00SSFRJHD5HqPIp7+mzEkQD2dIqR9a8QP3qEvKxGflkprskNhDt60RUJV20FkY4e4vlOzOICorqGms2CJGJKMmrfRIPONCG96xBGNIGeSE2UKoaDiKkMeiiKoBsIORN1cIR0WxfJjbvIDQexNdWg1JSR7fGjdw1gyjLp/e0TbA5RQk9nsPjy0MfGKc9JuA2Rc5cu55MfOZc6XxGeqv8sUYiajm6cXNz9H8W+CT5YB4834m/tFgIfogxZEATmzp37tgv0biQ4b//Gd2koW4HNkkff6HYyWox4eoh8Vx0ZLY7bUYos23AIBYxGjmFV3GS0GDkzi8deRjQ1iKZnKXbnI4oCg4OD5Hk9+Hs7yOV0cnqWZCZEc91cWiadQt/wXgqLihD+UhYQBBGLbGHZsmXU1NQAsOL0RWzZ+AwFnhoiiUHqGstZvHjCrkeSJHw+H10De4jH4xQXVKLlMkyZMgnTNBkdHaWrq4vCwkIWLVrE0qVL6enpob+/ny99dSO9HUFQXGSzKqGhDA01eSxfvpzly5efdI2efPwPNNXNI5F8HYfDQyDYga3AQXGDzBN/+nd+9NPvsuiCQqrmR2ndGqN0UhlN0z3UzbQzODhOT0+Eiz56HocPHSSrplHsMr4SBV+ZlZ6DCXoPJ8krsPDyo0N4nHDacge/fyqKkq8we0UeeQUW/G1J+vfH2LNfJKebSDaZVzdn0GwK1fO8vPzYMOfdUMHCCwrJaQa//1E/bdui3HB3I5pqUlZnp3KSg6fv7ic8qvK1x6YCJiuvLOGJHw7inb0AwaIQ3r4G9BwYBvnzl+I9ZQmGpjKy6imUjsP86tf34fP5+PJd32a0049hs6JVlYLTgo5AMhgm0x9AymSQq4pJx2JYCvMQXA7UgSHUnkEsVaUY6QxSnguppIDE9lYESUaQZUyHHaW0CCnPiabmkKtKSO5rw4jEEDwObDMnIZf4EB02lJpysh19yC4H6DracBAjlsRaWwFF+Wh9Q2RlkeTQCDs6uplZXcfnL/0k97/wPH2miZQzMANjLFp06kkDjK7rHwif+d3i/biFZDKZt5TO3g9KSkpOlCKGhoYoLi4G/vZuIfAhCsgwEaTeblpPluV3dA1RVZVsJoursJREZpja0qWMRg4TTgyQyo4jCxP8ZVGQCMa6UCxOJlWchSBIDIcPMxY9Sp6znNLCOjJGkJ3bDtPR0YHbVsY1V1xLV2cXiWSStr4XufjS0xAF+MSnv8CmjVs52LaF0uI6RoK9VNUUv2ky6YEHf809v7yXvXv3U1s3gy996YsnLjhN01j36ibqKmYRDqY4fGwHTq/Ov/78IXbu3InL5WLOnDnYbLYT39fQ0MATjz/NzMZzWPfwWqYtV4mM+4kPePjhl95ZrvA4P3Rycwu7W9t58HcHKaxUGdglsPKKU3htVTtTKwTO/lQ9xzqyVE2x07ohRMNMJwd3h3jh0XUU1ztYcF4BUqmL1vUqTq9EcChLKq6TTRs8fHsnogTZtInLJvDwY2HyfRZqGqwMHksiuk0uPTePrYrGq6+neHVzCqtNxlVhx5tv4dlfDFBYbqNhtpt0QsfqkJi60EPbtigjfRlKau2IIoz5M/jbU5z68WLcXgvxSI4Rv4nkK2Pgd78Gw8DugqpZRUQHoXDmHBSXE7viQ56/mPMqi3C5XNz94P0UnLaIRDpOpM9PsKsHS2EBRXOnEd7fhlMXyPi8iIqV9P42tHAMqSgf9Ug3zsVzsJQVIPm8ZNt7yY1HyI2FwTQRFAvOmc1o4TimNuEkYmZU7DOaSW3ehzESRk1rCDYrSnEBZkZFtNtwzLpdbX8AACAASURBVGshNx5G9Y9ia6jCMXsK5HQydjv9+4+x8KzTKausojSjc/7551NVVcWzL6xG1XMsWnY656w846Tn/7iY0N8L7ycjPz7d+d/FhRdeyKOPPsrXv/51Hn30US666KITn99zzz1cfvnl7Nixg7y8vA+0XAEfsoB8Mvy1koWiKMhWkaP+NdgUD1ruEFkthijKWCQbaT3GeKybEu9UBATsio9kdhyrxYXLVsjgeJrqknmUF9fTM7iLSCiKmbMRDLXhUEo4Ze5iorEgFu80bv/W1040A27/1jKefOIpurp6mb+0gU9eefmbXtNkWebWL93ytr+5t7eX2LjG2Ss/Tk7TSCTivLz5Eb7y5a8jCCKnrzyVz3/hn96y3/DQKC2TF1Bf20LrgW3k1ATXXX3eST0Jj0MQBJYtX8T2TTuZNvksXlwfQozF+ezXFlJWnc/q3x2guEFibGwUTDB0k67WOP9+01EGO1PYXDLXfr8ed76FVDyHvz2JpprIFomiKhszV3g5sClK574Y+S6YP9fKaNDkU1f5sDlFfv94mM98ppDIaJbli+0EYyatRzVq5+dR2eTgyPYodqdETjPY8scxzr6mjPHBLK8/O4YgwsPf6mbSKW4GjqYYH1IRZdj3apjxQRXBaqPjkEH+2Z8i+8fHUUoryfW1UT91CamCKCMDPeRVVqOl0mT7Ohlzivziyd+xp68TczxAyZQm8ua2oI+OI9sULGNR5GSGppWncmz9ZuKdPdhbGhFsCmpnP1hkRJcddAPJ5UByOlD7hzAzKu7KUvC6KVixiOTBdvRwhGiXHzESIxeJY58xCdHtQI/GUY/2IHvzULsGsFSWICgWrFObUAdGMHM6uUgMQZSQi7xkMDl47CiyomA3FWKxGNOmTTuhMvjX8PfiIR/H+1V6e69DIW/nFvL1r3+dSy+9lN/8ZkKj5ZlnngHg3HPPZc2aNTQ2NuJwOHj44Yff07HeDT5UAflkr1t/zVcvkUhQXVlLJlSA01ZIVo3hH9+LmkshCQo5PYvT5mM83gkCjMe7cNkLEQWRcKIPu5KHzeJlIHCUWCJMJhcBDCyyg52tL9E9uIvKqlK+fvstdHV1sXnzZiKRCFarlUMHjlJeWc4ZZ57+Fo7lX/tfTSYyiXgiQTQSwT8QoLb0EvI9Jaz901ayWZVvfPNrb9pvakszh/ceoWXyQqY0zqN/dB/TprW8q2NeddWV2G3PsXfPARYvm8vmncPs3zLEwZ1+ulrjdLbm8BRJFFVZ2PL8GGrGwFuiUFpnIxbMYbcJYJj0Hkpic0g0z3Wwd12Y5ZcWExvXyKkGjbM9qCmd13dnuPYTLvJdApJdJM8pkApnyWkmVZOc5O2aqMcuvriQvAKFyQs93H31EQzDZNeL4+x9OUROMydcukVIRDRymsnyy0qonuTgx59pw+oWad0Uw1KSR/7cRcRat4OuoTgdzJo9n2l1zTRfcQo//edv0t95FDUWo6Qgn249TWBoBHnGJMwiLwMHjiEM+NGSKTKxBOZoiLyyUgRVw+fxkCpwIRV6EawKFp8XbdVr5PwjyNOaUI/1ktxxACOexFWYj6OilFQ2jdbtJ9M9gKHrmMEQdqudrM+NUlqImcthndxA9kg38RdfR/Q4IZ5A8roRbVYEiwUjlcZIphEsFjIHOyicMYV0KklqYIiG+Yv5/bPP4B8ZId/lYdnChRQVFeF2u086AfePUEN+P9Kbb+cWArBu3bq3fCYIAvfee+97+v73ig8VD/lkriGCIDAwMHBSTuLAwACrV63HSjkuezEOawHx9AimoRHPjGCR7RR46qgvW0Ghu4G0GiYw3ko0OUhaDSMKEtHUMOlsFDWXQtWSFOU1c8q087ErXiSrxtXXXUJRURFf+dK36GmL8cqLm3nxpReJR6C7s589e3azYOHcd31BKYrCS6+sxT8QwGJRONKxHcOAU2acg9XqoCCvki07X+Caz0wQ47du3cpdd36f7u5eVCNCn7+N/sBhrrjyYk4//bR31ZyQJInp06dx1tkrWbRoPl5PEX2Hk6z/8368JRbS6SRb/jxM+54kuqZz2hWlfOTacgQBho7E6e/MoOsGq+4bpGVJHoPtKcYDKqmwRteOCKXVVj5yQwVnXVNGoCtNyJ/l8s+WUFJjpXV/mo62DFWNNnbtSPLK+iT2fIXxQZXmeW5EUWDfujAXf7Ga0f4MM1fkU1SlsPSSIvZvDCNbRJZ9rITiKisv/EeAVDyH22shFVUpKjEY2dOGGg5jLShEiY5z8a030NPfz7Ftu5mzdBENFaVMbWxg8lkrGIqEEBorSeoahmFiOm0ktuxFz2axVpaSTafJHuth8cJFjIyMkHBYJuQ2VRUjmYFgBNJZMke7UfsD5FJpXFMaMFMZUn2DpLoG0IeDVH9kBUp5CUYyQyIUQrBYcM1tmci0+4cxh8cpr60mExhBmVKHIElk2ibE75X8PNTeADn/CAQjFFdX4gwn+epnrqfT38+wXaJkVgsxUyfY209L8yTi8fgJuujY2BjJZBJN0xAEgXA4jNfrfYti398KIyMjFBQUvKe69eHDhxkfH+fMM8/8G/6y943/Wzzkd8JfCzaFhYWIUo5MLkG+u4JUJk5Oz6LYLJRX1zI6FMWquIAcOSONpqdx20tQZCeRpJ9UNkRRXjMVhbNw2PM40rsWSbATioxQWFSAxe7CMEzuu+cBGiuXkk0JFHoglzNwKj6sip3gaIxNGzfRPKkZi8VCS0vL216Mx3U4hoaG+Oz1VzMwMEhPdy9lGRvRuIKWU7HICulMArvDwY4dO3j0kcd59eWNzGw+G7e7io7ezdz8xaupr69j5syZ76lTrKoqnZ2ddHd3EwgMEYmFmHeuhymniiC5efHBAF3745gGlDfaGe1Ns+aBAJJo0rYjyqGtYXylNo5sjmBmc7TM9zBnioXGc21Y8xVW/3GEgn+qonmehz/9MsJVV/aSyZpYrAJjg1k271OZtNjLFx5q4eCmKH/+lZ/ZZ+ZzdHuM2mkuWhbn0X0gwd5XQtz882b87SmcHgU1q/Piff3ohgCGgVOBwfYU1/2gBU01ef6XQ0xZtIKxkVEu//IXMAydUDpFRNCo9rjwyRZSySSGaTLU1o5aU4plUi25dAZjKIaZy+E6fSGOgnycLheJjbsY3NmKVxJJBBNI86pQbHb8L6yntqKCIuuEdGX7cIB4NoMeT2M0VeOor0YdHCaxcRcjW3aT8Y9guGzYF8zAiMQJPr4a7ynTUVvbaKypJRuJUTp/NimngiaYSBWlZP3DOJxODKcTR20lQjQOQ+N87mOXUVlZybOvr2fyR1YiCAKeAh+d6zdjsVhO9C+O9wuO+/CNjY0RCoVIJBInRpqP//2tnEP+XiWL/234UGXI7yTB+U4Zss1mo6a2kuf+9DsGho8wGm1DsQp88tMXc8FF59F26NiEwAkSsdQwhpGj2DsFr6vy/7F33mFynuW5/31lep/Z2d67ulbdkizLNi442GBiTAkBHAgJLeQcAgTIAUI7ph1TUiAEO4ABQ7CxcW+SbPW+arur7XV2d3ant2++ev5YpIOxjUvwuYiT+8+5pJnda9/3nud73+f53bgdYTKFGH5vLd2tGwkFwyykJlHKWZZ1r6SltYnxWC+vu+E17Nm9j6pQN6fPHWJ46jCS4CCZm8Fud1JUU4yOjjDUN8eBfcc50XuUrdu2XFyUpmly4sQJ7r77bnK5HJs3b6ZUKrFmzWru++WDoAaJzcxxZnAvhqkzGT/GDa+/mrt//jDHj56iVLBIphbweYPURrsYGjvBtu2XvOgqxDAMxsbGGBwcRNM0HrjvCWYnSpzuO0j3TgOnH+ZGS+SSGrJDZKI/Ty6p8/gPZ9EUC9ku4Q3aMA0B04CGsEAgIKHmdG6+xoXfLRIKSkiywPkxnV0/naOYN9n2piqu/2ADuYzJ8Kk84QYX7/xiOw6nRKDCxtFHkxx7NElVo5PL31pFuWSy/5cLLEyXiQ0X6T+cRSsbBL0S1VV2qlv8vGaLnfXrq5lKBBg4kCMxF+Idn/wM63ZsJ17MkdNV9h48QNwrU5IECrkcK3rWcGLPXuKWRtWydmKHjlPM5pYy5+YTmDYZz9pu0E18Ph+yblDnDdDV0cnarZuYPtpLbmSSoChzw/bL+OAt7yEZXyCpFJEMg4VcFltbAwggyTLFgTHkplqcK9txtTeizi7g39KDcm6Y8mQMo6hQTGewKyrFXB6nzYbscuGqCKP0j+ASZaqXdxB2uFhe28CGtesQ0jl+/vCDHOw9wcLsLHXNTch2G8mRcbasXHMRQHQhS8/tdhMMBqmsrCSTydDV1YXH40HTtOfM4bsAIJIk6T/cDjY9PU1dXd1Lep8DBw7g9XrZuHHjf+izXyH9d4X8m7rQl/t800aXX76Tp/Y9yv333086nWbt2rW0tbXxyCOPUNtYwfn+QRaLKYrFIm5bJR5XBLc9hMdZwUziJOn8GMlsDJfDi80mYgspLBROMn/uGDf+8XVs2bKFy3ae4M47fsbE1AQBdz2KmqUuuobJ2FHcAYkt666kpbGL0/2H2fPkYTze2/j4xz9OPB5n7969/Own9xLxN3PGnOHg/qPc8IbruPNHPyXgbKO1awWruy/lyX33UtsCn/3L/81jj+5CU2Qk/LTVdGG3eRkdP0FtbQP1bXZEUWR0dJTdu55C01R2Xn4Za9asYdeuXex7+jAOp52dl29nYmKCvnMDNDc38ea33Mwd3/8htdHljOcnSCxkOfZ4iXRcI1xtJ5fSGT+XW3rMnS/jsHmwBXTe9flWdv10ho4NPnxhmRqtxP13JQj6RTrb7Nhl6B8oM9Rb4O6HZrHZRdw+mdNPpRg7W+D699Wx75446bhKYkbB4ZYwDQubXWD1jiC9u5OEq+0szCwNfvhCMm6fjFo06Fjj4/U3VaEYNu6+L8OeURt+0cGa665hdnQETzBIKpmkuqkBlylw5ugJ9KAbWbbha6pELZY5euokmVSahFbAFvTjC4coj8cpp/LUbVjDxN7DKEOTeKJh7KaFmshQuaqVbavW0DszyXWvvY7MzCxr65ppa27m/Z/8GOdGRzBsEka2gBTy47TJmJqOoZSRq8KYbgeWLGNvrMUxNIUSi6MrCrbWBhxBH+VYnFiuiLu9HlUW0ccmcXm9NCzrIlTU6YzW0bV6FdHKSs48fYBdvcdZe/PrETatpO/0ae786m2EKypoD1S84BSeYRjY7XY8Hs8zjtV+M9U6m80yMzNDuVxGluWLZ9IX4D8vZdLv5aSFZLPZZ+Uz/mfTq8qQXwwT+Xf1NkajUW655RZmZ2cZGxvjyJEjPPnoIdrrL6W5ajMD4/sYHOwjk56hMrgCgQyJ7CguewBseVJqLwXstK8M8+EPf5r29vaLF3VPPvkkwZCfYjlHa802gp5GFDXL6NxeAoEQK9Y0EQlX8atHfoRkBnHRyH2/2I2q6rzpTX/M6d4+2hs201C3lOqx6+n7+MLnb0VVDNYuu2bpd7TZaG9ZxsqNFaxfv55dTzxNfGGOzubNzM7OACIue4ix2BH+15f+mfHxcb78pW9RysjkC1m+9uV/IFoVxCYG8XuiFIpZ/uU7d+DzhGmuX8H5M3HOnx8mEAhy9sRZnjz0Y2SbSO9ulZ4rIrSv9bP/V/Os2LoEYqmo8bHQFwZPHH/Yxfi5PKsvC1PK6owtqpTKFn9yY5C77stzxaVu+oZUnjpQoqLWQbDSQaTWwbn9aUBg6HiOino7i1Nlbv/UKCu3BRjuzbP5jyrAskjEXFQ2OWlZ7WF2pEh2Uadvb5JgxIVvpZvBSYF1O8J4/UXGMlGKOYv05DiWAIZp8NDDD/PI3fdS6w8gJxLkCh5MAUKXRslk4hzfdwJHKEDTtTuJ1taQGZlA7x3AWShTSBXZuPUShg4fI392hHxtNRtWreY1GzZz5WU76Z6ZIZPJUK5tQdd1PvPFL3A+ncB91SXYGmvIPPw0GBalU+dxtNRR6h/FzBWxskWUooKhaxTGp1D3H0X0+6GoIHc2Y6RyuFe042yuw2YKGC430USBN77rHWj9o7jtbnITM2THppDmk1R1deANh+gIBYn3neecqbF8wxpMUeKb//ovfOwDH7pYJf+2ng+/eQGL6Xa7L/brwlJb5oUjj6mpKQqFAsDFWCev14vP5/u99ja/Go4sXlWG/Lv0Qob8m8MU4XCYjRs38oXPf5m2hg3UVDUDMDJxDkO1Y7fJjM/vQ5YcyJITURJobGrlY5/4EHf+6GdYqpt/vO1OItVOPvmpj/HJT3yGYloiX8hiajbC0QrsokxFRQvxfC/VdW4u23kpjz2wB0O10VLfQyIVo7n5Cg4fPMSnP/13FApFIt4WAGZn54jPZXF5K/A6BZ7ccz8jQxNomkoscYZw3bUYhsG1172G22//N3IZhcpwK7pewGnX2blmK3//2S9y4ngvHnsNkmgj7GvBsgSmJyeJhjxQ1hGFAILpQdNMTLGMaoo8cN+TBKIGQ6P9bP/jSvwRmd7HU0iyyb3fHqemJcTsoIAnpDE3nEUuRsgJSZ68E3xSO6O7qsmrMRQzgVK2WL3eQ7TWztG+Mg/vKZJIGXR3+fjAtzqQbSKnn07zo8+Osesnc1zzZ7U88J0ZvCGZ00+n2X5jlHCNg19+a4qGZS5ClXbO7E2TT+q01gpobZUsBFvINARYjCVRHo9T0CUM2UnNujZca5eRGRwhe6wPeUUbhXKJ6YLKwrlZAs09+JvqGH98L1YmR0tbC87uVrILi9hEEclpJxubZ936TeRzWTb1bGbzn3+IkydPUl9fTzAYpLW1FVi6o9h3YD+3/+LnxBKLpEwNzdQR4inEkB9HSwN6oYiVyaEnM4guB66OJkzDQB2eRIsn0Msqjq5WRI8LPZ7AKqsggiBLCDYZQ1Fxut3UuIN4nE6clVW88bXXMTMzgyiK6D0637r7pxi6jiCKxEbGaLn0ElZsXA/A0K59jIyMPC8D4qVWrDabjVAo9Ix2yt9GaI6Pjz8j3ulCRf1yhzv+25D/wPS7KuTna32zLItEIsHw8DA+n+8ZwxSSJFL+defG8b6nGEifRGy2oc9mcSkhnPYwpXIaxUhy81vfzUD/IG6xge6VGwA43b+Xz3/uC5TSTuorV1AoZBgZHUaUDMpamsTsGCV1gb//wvfYsGEDfX19jI2eZSE5RUNjHZXRCDPppaOWjZt6ePTBI6zq3MrQ0AA5ZR63r5Z81iCVjZFIx7DJTtweJ4f39/Gzn/07+/cdJBpqYjGeoXfgEQKBIOEKN/fec5iyoiEKNgxJo7lyKw67B6c9SLowjYiD6vBKDEMDROZzvYh2A5OlicP57Dg2h8jhBxbQywJ62c74mRJhXydipoLcwgiZGSd2u42iNoTs0Rncb6OptpPsjIUr0MnQwByiE7785QW2XOJhZERlMqaDKFDX4UKUljZ/XbsLpWhw1S21xMcVZFlgdqRIuWTywHdnqKh3kI6XKWQ1+vZnESyLN77Bh8/rpNdqQwzUMLGo4nJXc/9DJxGqooipRSLbLmV+fJrKqmoWHYNEOpvxlVR8fh9KLkdEsygOjkM2T013ByuXr+T0QD+uljpSR8+QmZomPTPDo12NIAkc+emPWLV8BTU1NUQiEZLJJLFYjJmZGb7x/X/hwJlehPYGbKvbEGfmcFSEMJLpJbNNpNBmF3F2NqGMTOFetwJbyIc6u4CzuwV1bBrX8nacHU0giZSHJiie7EOwoFRQwDSxyjqFoQnSFTUUBkb5o2uuw+VyXcxJtCyLy7pX89SDTyD7PChzC6x+S/dvbATzd+6f387Uezl6LoSmZVmUy+WL1fT8/PxF0tv58+efcYH4Qm13/23I/4n0XMMhqVSK4eFhHA4Hq1evftbj2g2vv44vf+nbxObG6VdO0XFzD9lCkeJ0Fu2gSVhqQdGy1LasZNu2rfz4zp8TCvy/M6yAr5LxmcPMT+kk5soEfNWEfA30jT1BU2MLkQYP377jLrq7uxkZGeENb7iB2ZkFRE1lZPQ8B48PEayUmJ2d5U0330S5rLJn9+OMzZ1D1XTSiwpKuYgo2OlouJSIvwFDyJFIn+W+ex8gFS/jcgQplMepDq8GE/r6DuCUfdhlOw5bEN0oIksOlHIOVSvilANYlkW+mMAwdVStiKoqiI4SUyNzzC+OIXtUTE1Y4jObbiRRJBJsJuCuA90k6l+BYsXZdvUKZqenGRo/iZaUUfImlgUenwOn24YrYuP0OYVTZ0pIkojNI+OXLY4/mmTzdRG8IRv77lkAy2L3j+eRbSLlkoFSNFizM8Rkf5G//HoH33zfeVQVdEGmqcXJsi4H0zEdLVtGd1uotgCFZIZSxmRbQzWdb7yEts2bOHd+gMm5GOVcnnIiRUtHB/l0GkkQaFy7iit37uTxn9+DtzLCttdcgVEs8eAv7iW4djlpTcVoqKQsC9SuWUHG7eJ7d/4QlyRzZiGGqypKKTbP4JmzWNEQwqoObHWV2FsaMP0ein3DWEqZ4rFzWEUFPZND8rgwcwXMbB5DFJDcTkBA9HqwVQQwSwq2miiOrmaK54awsgVEr5vcE4dxSBLrL9+BH4mrN299xlmqrus8sXsXMwtxOgIVbFzbw6ZoPftP9iMoGsVEknDZoq2t7RXdg8+l54p30nWdU6dOUV1dTS6XY3Z2lnw+j2maz0gN8fl82O32i18UmUzmBQec/tD1X8aQf5NnkcvlGBwcRBAEuru7n3cgo6enh099+n/wpS/diqPRTl1LLZ5EmolSiXh5hICrlkDYzkJyAkVRWL16OQ/cs4+KcA2GaTATHyA2M0Vy0UTzmMws9OF0umhta+IDH3oPV155JXNzcxw9epTW1la6u7sJhUK8771/jddVRc+aDYQjldz29W/z9du+zLtueQfvuuUdfPRvPsHhPRM4hEpctjK6blAsLxIVm5BkD6VSEVV1MjgygKkLBN3NVPjaGY7tweOIIIoyTlsAm+RiMbfAdOIkLnsIXVdQ9QLpwhQOm498OUZZnKFsZdj1+CM4vQKCbOL22qlpcTHWW6axrhtJsqBYhSzb0YwSNjkA4iKpWZVSxoEs2cjq8/hrm1ALTsriDK3rZMb6TVZtD/Kmv2mklNd54kdzFLIG42fyfPVd/Ug2AV2zsDkhObeE8qyoc/H2/9XM7p/G8UdsHLp/EUGAUslAFExGJ+3c9YjB6k0R4ofnSUzLOOrr0AYnqaut56prXkt7ezunzo9S7/DiF91Ud67iyKkhFgpllFgcd0nDyBWYGxmjyRPAq0tMHD+FupikZs0K5NpKZo6fxtbeSCKVInn3gzi8bu47fJayy0HVG6/G7rKTSBjkRAu3w4ZlmpimiZ7NIXpcCIBRVBD9HhyrOiid6Me1dhkuw0AdHAenHSNXQI3FERAoHD2He1kbkmSjNDgGuQKyx4WrpR5PVSW1HW2URiaprqp9ViX57/f+kgOxMaLLO8nHEyT3Pc1H3/9BGk+f5vzYCOFQLVe+4W2/Fw7E70MXuBmBQOBZF4jFYpF8Pk8mk7l4gagoCnfddReZTIbp6WkqKipe1tl0c3MzPp8PSZKQZZljx449L6z+ldKrypBf6FIvn88zNzeHqqp0dHS8qMcbwzDI20vohTJ5qYxhs6hyBUnZLaYSB5ETfux2mfe+58O87e03sXFbJ3t23QUCNLfUks20Uu1pQlXLpHJTqMzR0NBBKBSit7f3WVFSmqaxbvWlrF52KbC0CPceO4WqqhfPv/P5Ai6HB01RUNSly5K5xAACEsgKllRkft5CL1sIgkQiO0pBSaIbCpWBLnLKIpqpUNZz+N21LKTPAxDwNtBeeyWL2WHGF/fStELGJ0kUzriRRQOjJCA7VbZdX43LbzFyJIdQilJU8uhCjObGblSrxOTIEDaHRDGvYdkTVLWIlJQy8cIJpgcV1l0V4I/eWcE//VWKllW/Dky1BFpWebn3H6bpWOcjOZegY4OfREzhA9/s5rE7YvQfyhCI2nn8h/PMjyu4gxJP/niON/51A/f80zwOO9hkhcERi7mGLvQWjeKxswjj01QEVSpb/Xzl65/h83/3VdY3tOB2u+m+9noUReFdH3o/sbPnkUWROrefN7SvIuQNseJPthMIBJifn+cnI1P0FpLk0hlcPcuQoiEkv5dicYDCuSHs3U2YxRKLgyM4GmvR/R6kaBhTEFBGJrEZBur8IurwFGa5jHtV1xLZLZ7GuaqL8tAEntVdGD43uScOUdfUwPx8EkMEM5HBKqnkzHN4LZHGZSuQVrcjtTVQ1FRmzo9iTU2TH4/R27mSjo4OYKna3H/qBB1vuh5JlgjX1jCU2Mvk5CTbt25l+69hVX9Ieq5AYlja3x6PB4/HQ1VV1cXXc7kc6XSaEydO8K1vfYv+/n6uv/56PvOZz7zkz969e/czoPi33norV155JX/7t3/Lrbfeyq233sqXv/zll/eLvQi9qgwZfj1S/FvTeoqiMDc3h6IorFy5kkgk8qLf74EnH2bNm7exMDVP372nKRQKiHMqW9ZsZmbEoCq0DI/Lz+DUfh59cA9f/PKn+OCH3o8oitxxxw9IxQYpZW2EQ5WEQiHOjk1TW7cUe7927dqLOM0LikajFJQkmlbGZnOwmJglFApc/MbP5XLs2bMHveAlGuhEFCXKeo6gv5pU6TytnbWMjRRIzBfxOCsJeOooKWkWcsP4XVVYgkW2OI0k2Ah4G/A4I0R8bcQSveQKcyQyIwgCCKJIMSNjpRvorOlEUbPEModpXiVxZl+GuSETXYdCKUlteC3xbB9nB/eg6gWq20UWJwRS+gK1y6DnykoeuV3HskyuviXCuf0Z/v2rRTTVond3ipZVHgQRxs8VUPI6Rx9OcOXbq2hf5+eOT43yy29OEZ8s4fRJTA8VaV3t46aPNBCtd/LjL47z9M/jRKsk3vPN5ViKRu/eInseH6DqiisonxuhyqfwV//Yp+KMmAAAIABJREFUgySLnN/v5n994RNc8+6/RE9luX5hO7PxOO3XXsGWzhYM3WDm8AmqKyvZ9htmVVtbi93rQezPki7mkDubsDSd8ugU2uwing0rcC1vR4nFUYcmEPMFjEIJdTaOVVOJ5POgTs+BYWGvr8JeW4mp65ipDFgmdp8HAl6suUWEgkK9P0gum0MOeDELCg1vvp7mZd1sXNvD4Z/fS7lQJBdP4aqMEp+bIX/iHM3RKpZv3sg9ux6no6WVtWvXIgjCUsunYSDJSyZXKhRIJBIvevjiDx1O7/P5uP766/nqV7/KD3/4w+f0gJer54PVv1J61Rnyb0pVVUZHR0mlUhdN+KWYMSxVqJIk0XP1Zmra6rnn/9xJuCvKqbP9eNV27DYngiDgdVZQskosLi5eHC9dsWIZD/xyF81Nm4lNzzM6dZzuZY18/G8/xvDw8HNW9O3t7bzu9Vdw/70PIYsOktkY73jXW5f6n91uPvbRTyBpUVxuH6Oz+7Gw8DgDeP0h/GItY8MTVAZWkTTjNEY3LyWUSC5MyyCZn6BQSgAComjD56pGM4rMJc+iGSUk0Y7fXUOFv4NUYYR0LEFzZSthXzM5JUZdsIJoQwFZi6AGVUQ9SFHJcGb8XuwOG4XyIlte7+cNH2zkOx8Z4l23VpCaX0pXNnSLDddGaFruoXmFhx98ZhSlpDF03OAnX5rAZhewLGjo9mBzSISrHNz37Wkq6ux0b/Jz9TurCUbtfOp1p5gdKXFUN5nqL+J0SVTUu2nocSNLAppp0dnj4ZHbhzHOj+NTdBrWuZEkAb2sUt3uRNdNOl6zA61c5v5fPYZfshO+dB0ejweAdG01E1OTpB/OkM7ncNvs7Dt9kuGxUVJKaYmgdnYIz8bVWFIRQdcRnA5M08RWXYFybpjcnsOY2QJSKIDk9yDXV+GuiCwlewgCzCcpD45TzmYR7Q70uQU861Yg+zzkj51j3jTwbt9IVWsTmdP95OfiFFd0k8lkqOpsZebJA9St6iQ3Oo1y+DiXXLqVkqYyrRbI+e38w50/4AvV1VRXV3PNJZfy8BNP429vpu/ECTIDo/xCkDh0upe/+NN3viAh7T8DnP6CLuypl3MBKQgCV199NYIg8Bd/8Re8973vfV5Y/SulV50hC4KAqqqMj4+zsLBAc3MzXV1dpFIp5ufnX/L7XbJ2E9/44T9Sua6JiXMjRHrq2fyabUztH+bsL0eJJ6aorKhjZqGfkrHIT3/1c7x+H5dftpP169fj9MGvHv0OFhY961dy509/iNvtRpKkZ2UAXtBb3vpmVqxczm3f+zaNm9vZN3eSo187wQdveR99Z0doqumhrKosZsbxOKIoWppyzoEgWpTyIuP5U5gWBFxzCIJIQUlQUpc4G6IgYJo6LncNPlclpqUzvXCcaKCLeLqfspYnU5zB56xCEmwYpkqxnKJspBDdBrNDGnbdTsTXhN/RRFktEkudpHb9LBUNEbSyST6js3xrgAf+ZYa6DjezIyXmxhUqGxxoioknJGF3SVQ2OZjsK+D0iPRcHkJVTfbfs0h8OsfIqSxqySJSY2flpQH8IRt7fh4HSSTfuBzi09z4Rg/1NTb2HShwZm+GdVdVUFUdZmDfHO21TXzh3R9EURT+6qN/xuzrElTWu9n/ywXslRHuf/xRQoEAfptMbSjC+OgEgWgUTdOYPtrLdDKDb+0y/NVRnvzRPbjtTqraWygfGEdw2hEKBZI/ewgLQNWQKiNIFSGwLCxNx5IkJL8XR0UI0WFH0Axkvwf3yg7U3gGYTy1hPuuq0VIZrGIZI7aAVo5hl0XEZR04WuooFwq4OppJPLCLUrFINp2iPD3PLTe/hdmFOJ6WZXTYfEyLOjRWE+5sRRqZwO8J8tie3bzjLW/lj669lsqKCh7bvRspXeD1f/thnB4P4ydO86tHHubtN7/5WWvwQuDDRGyGgNeHz+Nh1549jMWmqYlUcPmOy16xM+eXMzZdLpdfMj/5t7V//35qa2uJx+NcddVVdHd3v/B/+j3rVWfIk5OTTExM0NjYyJYtWy4+ar0Q8e25dP78eX7wyx+zYGYYfHA3xbksOz74OlxuF8uuWsO5g6fpPXkvwrCIKiq0bm3HsybKv97/Q2ySzK5de9CLXt73Z59HsCxO9j/JkSNH2bnzst9pyAAnzpykamszLeu76X3kCKfPnOWzf/85SqUMspxkITVFwF1H+dcgI5+rGkVNUxfpYWTuaULeJibihxAFGZcjSL40jyTKtFRtwzBVZhZPcnLkZ4iihEP2EM/0UxFoxy67Kalp8qUFVL3AYmYYRc2QL8UpzM7jcrnRypO0VrfgC9kwM1ARDeIPpejc4OTR22Mcun+RcLWdQ/cvcmpPCk21qKh1UswZePwCAwcy5FMahYzGhmsjJGIa9/7jNA1dbi55fQUP/UsMX1DG3WJjvF/hczedxRuQySY0Ot68hXkthLyjhyePHcXcHyM7rxAKRPm3j8UIVWSwWUF+cPudeDwe/u322+jpbucf3n8OUxAwRRnftVeh10RIZQtMHjvOx79yG4/s2UX/Lx5g8FwfqiigR4M4rTKO6Un0ZS2kR6cJNlahHTCxOew4TBPfzm6K54ZQNQ3l/BjqVAxLN5FCAZxtDVhFBXd1FCtfojB5ntyhXmRBRExmCW9cja2jAVttJerwJPm9x/A212ObmCX6tssZ2n8Ep8eDgoC1mEZLpBn5yb2UIlFuvvIaQqEQkUiESCTCmmXL+fw3vk7B0hAFkTWdXTgtgcLUIrBUpGzauJGFxCKF1mqcv34SqGhuYOp4/3Ouv/seepA9I/34mxvIDIwyc/gE9Zt7iLQ10z8zytCPJvjgu9/zilTO/79Ib7+tC7D5yspKbrzxRo4cOfK8sPpXSq86Qw4EAmzZsuVZC+XFxDj9puLxOO/9yPsw1wWIrGtmbfflHPzKgwzsPYUn7CWeWMD0WzRe28r44fN0v34dsmxn94+eRBYkvpf6Pn5niJXdm3E6lvqaK8MtnB8YfFGGnMqm8XYEeeoHj5EdMYm4l3P2WD/pXIkFpZeCkqQmvAYEMEwVCwvD1EgXpnHZQ7jsAQqlBVz2ELJoQxLt1ERWEfDUoqhZqkLLmFw4RmN0CyUthWloeJwVCIKAKMooahZBkJFEG4qaJ68sEPS0EfTUM1s6R2zhLJLNwBJMMqUYy5pEPD47r3lHNT+7dQJJFtB1C7tTBExqWp3cfdskhm5Ryhlcc0sNoWoHI705DM1EU0xEUeDR22NUhCS8ES9DGS8dW21siCao63RyprfENEusZUu2kQ3VUxpMce2OK1i2cjlBj4+Gujqi0SixWIz777uTHZvzfOjdOxgf7+avv3CM/nmLwsAouVP9eLw+anxBdu3ZzRVbtxO/527KXieejmYmpqYIBN1MnBlArAhRSGeYnp3F0dVC7mQ/gq6j6DqmoeO/ehulwTHUeBIpEsBMZbHiSWyREEbAh+z3oA2M4FjRhr0qgjkSozwbR64KozOPkC+ilVUyJ85SU1WNzePBIdso7DpCWS1TGp+hpb2dGz7wXhJjk/hcAVpaWjBNE7/fTy6X423Xv4GfPPU4tSuiaCWF2Imz3LTlUjRNu3j/UFNZRfH8GYzuTiRZYmF0nLU1SyakKAqPPPkE0/NzRAMh9p0+QfdNr0O22fBWhNn3xJOsW7OccCRCtKmBwYd2EYvFXjDV+eXIMIz/72ChQqGAaS5xSAqFAo899hif/vSnnxdW/0rpVWfIwWDwOY3uxcQ4XZCmaXzxG18mTZG2jSuxBIiNTlG7qY3UsWme+uqv0L0CtVvbsVwCIaGBVDKNckKhuWkb2bEFhs5Ns2VrBYnkLJHQUlR7JhenunrpMUiW5d9pyCs7V/DTp+9h+myMVSuuYvDAOfz2FsqyRjgUpqxnWMyMUuFvI54epKwVEZHIFKaor9iE0+4lnhokW5zG7YyimwqaUaKs5ZEkG7ppYFoGk/ED6IZCNNhF2NeCKEjkirNMq2mwRDQ9T7GcweMMUhtZh93mIOxt4NTYz0haKfJJHVMq0n/IyeJMiYGjGV7zp9X0XBnml9+aJhFTqO90M3gsRyGto+smetliYarMyh0hwtV27v32NFvfGKVcNPDEJObTNuaqG3E02NmxOkFzyENVrUR1WORr3zqD2L0JNTkKI1Os3LCBuUo/opqnOuwlPzZC2dBRFIVkYoqd29dhGAaJZIaUZeLctg7f8nYWD51k4VAvuRqVr931I/75/nsQnXZMy6KQzZAZn6bscaJlcrCYQoz4ySeTmJqGu6sFIeIn+/Rx7DVRBKcdPZvHs3kVZkFBqI4izC4SWNXF9N0PIyoackcjgZ2bsVQNsaaK7D1P0FNbx9j5QbKpDMGtPdQEIywePcXiPY+x/eqdTA6OkD43SOW6dVz7F+9CttvxRcI8fcddpNJpPE43f3zDDdTX11NfX091bQ2P7H2KmekZgi43M9MzHDp0CIfDgdPpJBAIsCpYSe89D2FzOijG5nlILfPwnl3YBZHA2mVEWpoYGh5j4Pwg3RfPYS0EUXzWRdnv6+Lst6Xr+ktOJ8lms/+htJD5+XluvPHGi5//tre9jWuvvZaNGzc+J6z+ldKrzpCfT5IkvWhDnpubI2sVaF7ZSnZwgfCGBrKjixSH4jQ1NxHU3GiX+AhtrCMxOIuh6CT3x6j1rkNd0HHJQbo7VhEMSMTyc5w49xiGodHYGuWaa6+5+PM8lyGPjIxw8OghJElmXdVyjo2fIC5MU86quO0hNE1DQscwbBSVNLNaH4ahoupFHLIXUbAxkzixBH3R0lQGu5FFBwVlgbG5Ayw4hzBNnXxpAZcjiCw5cDujqHqRXHEOw1RJ5saxyx40o4RhqLgcfhw2P5IooutlBFHA5fFww4d96JrFXbeOM3gQzh8sgk3h4e/P8tD3Ypgm1He6sCzIJjUM3cTpllh3Q4SpgQLf+PMBDB18AQ8Ot5tVV4XQzTjJx3XEsQyKkkCpdyB11xNPZohPKYiih66iiOB1sfPTn+To8CBVPStYONyLI+jne9//Fna/D7Wk4MzPcc8DJd70+ksxLR+qJ4guWCwOj5HtH8GxogNBUSmKoDolZF2jsLCIkEjgWNNJ+sGnEJ12BIcd1+pOtNkF9HSO8I4NOFsaKJwdwiwUSe85jGAJIEkYqQyCKKInUhiHe/GLdqq6WpgSDewOB6LHjeh0kSlrRKeTTAxP07x1HZdccgl1dXUMNjbTmtNpa23Dt2oLnj9186P9u5B+XeXuf+AhTp48zvlknFAoxEhsmk984EOEQiE2b1xKjL7zyUdxdrXSn8szfeQgH/mL9yNJErlcjisu3UFXaxvHjh3jxzMThHZuwlQ1Jnfv55rLNxGurSZcW83wiV7OPb6bpnVrmR+foM7hJt7bh9nRQiY2T6Mn8Iy4sd+nXs6RRTqd/g9VyK2trZw6depZr0cikeeE1b9SetUZ8vPdrr6UW1eXy4VaLLPlLZdx32130X/XEXRVQ9YEqtb6aaprYP/+ExCUUYsq6bOz+DurcFteHLIbMakjCBbBUJCP/M1fMzw8jCRJdHd3X1xoz/UF0dfXx1dv/wYVGxrRShql0UVuecdbOLS/n3xpkYXUJJqhIlAgttiL2xNC0VOE/a2EPE2kcpOkC1N4nOGlAQ3JRb4Yp1BeOksMeuoplBaRZQchXwMBTz3Wr7svsCwWM0MU1ASVwWVEAx3YZBfzqX4i/jZGZveQKczgtAfJFmewpAI+fz3TQ2nQXaxfeR1TU8MUHCcRBRBsIkbZ5PzRLOePZmlc7sblleneGGDHmypJxTWmzpV54Ntp6oJrmTkRJ59c4NxjKh2tr8Xu9ZOOjfDkrn04alVs2Nl/0oG8Zi217ghdG9dR39LM0ZFBsCx0ReW+7/0bxvIW9KAfPZ1jsb/Mp787zd6DDyCJEWZHFvD0rINMAcntRPS6sIolbLWVlKfncG1cTcC7hsLRM2SfOIQcDRF5+/WYZZXiiT5KfcO41y5HlG1LF3mihGmo2KJhLN0g9/gBbNEwYkVwiUMxOsON117HyPws46OD5I+cwVYRROsfpbWyiq9/6jN85wd3kG2spLK6mlNnz3D22FFmdRnLJvOeP/lT3G43Z84PcOrhXZTKZXqf2k/nO2/CU11Bsref8wtz9Pf3Xwy/fXDPLhp3bMYbWjKnwb0H6evrY9OmTbhcLiorK2ltbeX+Jx4luGk1Ncs6KabSzAR8nOo7RygQwCbLVEcq6AlWkxsYp9vh5O0f+RjpbJax2DTra1u4fMdlr1jnxcvpsng1jE3Dq9CQfx+qqKjg6k2Xc9+PH6Fsqqx+53Z0Q8fMaWQnihSLMVwZkakH+jAlC19rBRXrapn51Smq/N0IJZ35zCIfv/5/4/F4njO3TJIkyuXyM1771WMP0HjlMoLVYfLJHLGCgmRKZIUZZs2zlPIFJM2Jz1mNzeHE0WLHlqyiLrgWQZdI5yeJ+FqoDq9C04tMLRxF0dLYZTeaUSZTiOGwe7HbPIQ8DVQGl1EsJxAFG9OJExTLSapDK/A6o2BZeJxRTOsMFYEOZhZPkC3OMrVwDFG0gWyx+xdjTJxViDjWUS6amI5F8imNnivCWMDwyRyCCMEqBxuujqIUDIJVdkwDBEvE7XUSCPhpa1jL6EQ/Z5+Yw+2vp7q5hWK+QFXnak4ePM3PHtIRBYtA0woqvX5Wdy2jLhTlgTt/xtneExy6537kQpmcx467tptSUcGzcQWWrmO5HDxyrI+uZi9KOo90vA9ECcs0UafnCF62CWUihnvtMmS7g3K+iL2hhtLAGFLQh6kZSF43rmVtKP0jaMMTKDYb+kQMsVDCs2Elll1GdrtIz8RxtDYimAYr/uSN6IMTZMsqn/ufH+Wjn/ssk2eGQJapdnn5/Cc+RSgU4k9vupnb/u1fOdY/wPDMFDXBMNtuvIHJU2d56LFHufH6G3jbTW9iy+goBw8eZHDtCgJ11ZiCQGRVF7FfPPqMowPdMJFs/29bi7LtuY8WLLCUMjabDX+0ArfDiTo8ibB6HfNjkyyvrmf7li0UCgVUVUXXddpbW1m7evXvndL22/qvCqeHV6Ehv1Al/GIhKe9425+i5Es8HjlEsLoaxWfhDfs49rVHWXfdJSwf6MLSDR7a8xiKrYQr6KH95uXoI3mU8ym+8rXbaWlped73f64jC1XXmDo3w6PfeAiHzUdiYYazETf+7kp8U1GC9mbS83NIkg2b3YVqlVDSBSaUw8iinZyyQH24B6fNhyzZ8bnryJViVITbKSlpMtkZqgJdOOx+cqV5SuUUAiIOmxuPM4zTFsAwNdyOEMVyioXMILLkpKAsYLL0s5qWgdMWIOBu5vQT5yiXNUKBcXTXCJ6aAopgo+9QBiwBQ7XjCtZjiklOPZ0hUmOjd1cSQ7Pw+lzs/fc0W9ffTH11O9nyImJwGbHZJGoph8PpZn56BIfbRkVXF45cmVVr1yMWFTb0rGN+Ps6BI4fR/G7KWZ1kPI69oRpT1ZErgmiFEkomS+XKjaRPDTG9uACiiJEt4F+/Ai2VxlBULE1HnZxFlCScKztxlhRypRKyz4MAlAfHcTTXUh6awMqXMMoq9J4HUcTvcuBDoqibmLqJ7HYiCFBTX09tZzuxuQTM51m3bh2/uOMHPH1gP/lSiTXdyy5S1err6/nk+z7E9+64HXe7m1VXXIpst1PZ1sLMwAR2ux3TNOns7FzqQZ44T2ZyBsHvpTS3gKOs0dXVdXF447L1G3lw3xGq16ygmM0izyfpeEPHs9bfDde8lsPfvo0pC0RZxpkp8Mdbd1KjStT1bGHb1q0XTXF6ehpVVbHZbM+gtDmdzmdQ2pxO538YQAQv35Av0PX+M+tVZ8i/SxdM8MX8sefm5hiZGmN2bBp7mx/DIZEcj+MPB7Hb7Xh9Tr7wyb/n47EYX//G/+HEvjMEW2uQpSAf/MLHaW9vf4b5W5b1DIThcxlyz7I1/ORvP03P+uuRJAflWYH58gixp5O0Nl6GKNkJyIvEYqfJ5+cJ25rxuWrIKwlkh4NiKYFulCmqKVKlcRLl8wRaa0gXJyksJKnwteNyhHHa/Uiijfl0P17X0vmxXfZQX7GBZG6U8fkDlLU8eWURr6OC02N3oxkl8qU4dtmL31WL313PTOIcJir+pgXcPhsT5wpE6+1MDihU124m2NYDpsXM5GFmp4eZnVCRhAAHfmLR3llFQ7CFfDHH/rO78NW4uOmm93HXP3yXkeHHkAQHWinDn739Zkq6htXlRRZkVna1sWHdet787ndhVoUJb1qDcm4Ah9+NpWoUj53BVlWBkS8gOZ3kRsYpplNoy9twN6zBLBRJPX0MyedCnZwl9/hBbE01GLkCyUf3UtvciCNfwLOqk0zfCKVjZ8jvPYqVLeIMBeh655tw250Io9NoyQzpfIlIYy1mJkc5mccVz2BvbWHsaC+Zw6dYt2Y9H/y7T2CTZa66ZDtv++M/etbUWyQS4dKtW4kdP4j467WZmJhic1U1oihe/PcbN25k3ZFD7OsbpCSCJ53nU//zYwQCAQzDwDAMdu7Ygc0mc3rwPFVuN9e9692Ew+FnfF4mk2FkepLOunrGewepqa3hw+95H9defc1zGqplWbhcrmdE3luWhaIoFylts7OzKIpyEUx/waTdbvdLnvL77yOL/yK60Iv8QoacSqX4zNc+j6snijvtofff9yO77ci6SM9lGxl/vI+PvevDWJZFbW0tX//K1xgfH2dxcZG6ujqOHDvKW9/7djRdZ+fmHSzv7OauB36BqqtsWNHDe97x7uc05I62dlqq2jETOr1Du1ksjyFJNuxlNzbnUhP+hbFQlyNE1NuBkiuCkSIWP4NdcjG6sA9Pow8zaOBtCWGJOgGpmmBjPWLehiiIlMopNEMhU5hG00s0RDeQzI1TLCfwOCM47QHi6X4syyRdmEEUJCwLZNlJQ3Q9LkeYeHoAARGZIKMns3hDBp6Ag+S8SsfaMLnECKkJgWDVMtyOMKJ/Nc7mGqIFjUbRzzXXbWH58uXc+8hDtDetYfn6HpxuN9ff8nbSx8/R0drKa1/7WqLRKKZpkkgkEEWRcDiMIAiks1mca1tJz8dxdDQhVUUoj00hB3zknziI7HWC348yPIlQEcJ/5VYMTaU8Oo06Mol9IU39im4ybhuujiYsBMoVIWYP9FLZ0cob3vo2tLLKoV/ez9zZAczqauzdLSQmpkmUFAI1VXS2rmF9Qz2jfQMkZxL8/B+/y5FTvew5fBCbKPHa7TvpL2ao2bQW3TD4we5HSaWS7Lx0x8VsugtmtWb1Gh587DF2/fMdBEMhVtY18kdvuvbi2tA0jZGREa7Yup3LL9mGJEm0tLRQUVGBoijouo7L5cI0TXZsv5T1Pes4e/Ys/f39aJpGbW0tgiBgGAa33/UT0hVe1rztRmrHJ/Ev5Ljqytc8b3VrGMazwk0FQcDlWsoFjEajF1//zSy+RCKxFH0mCM8gtL0QSvP5YPi/S9ls9r8N+Q9RLyY15IV06tQpSmGT2rZKrl37RhKjcxz8zuNc+5qrsMsO2jsrue273+SzX/k8PavW8rm/+yzNzc00Nzdz5MgRfvzkv7PuLy/H5rLz+Hcf4r59D/O6j9yM2+/l9KNHuPPnP+Etb7z5GYacy+V48MGHOTdwHEU9ir3BTmBZFc4qNwu7Jxk6uh9DNSgWk+SLcUTRxtjEAeyyl2I5hSAL2CNuNLGA4BHQFhXctX7QBXRLoaKyg1jiLLLsQkCgqCQwTZO8EievxHE7QkwuHMZp8yNJDkzLwOesJFeax2kP4LB5cdr9TC0cA8C0LETRhiAIrG++hUxxknj2ad7+d11Eah2UCzJ3fv48+UEbmdIocnc99nSazmg3fpfI9u3bCQaDdLS1MSkZTM3MoOka81PTbO/pYcXy5Rc3pSiKz9j0iqJQF6lgbHgCPejFHvaDpiOoGoJpIdhkglVBcv1TiD4fgseN4LDh8LmxCiXyhokj4CcrWhD0YW9pQC0WsYsCzCUoJdP86mv/QPfyZawMVpJyjePcsRFqKpC9bubvfQJ5cpZA13IalnfRsLyL89LDtLe3s3HjRj7wnj8H4Ps/vpOCv4WqlmYA3LKN+MQCpmkyNTVFPp9H0zROnT3Dw0/vgXCAuu521Jl5tm/YhMfjwbIs5ubmLtLGuru7n/HU9auHHmTPyWMgCKxpbuOtN70JwzD4p3+7nTnHEsLT2L+H99/8J7S2trKwsMBsMUfH8iVmd8OKZQw9uofFxcXnjT96KRWr3W4nHA4/oyo3DIN8Pk8+n38GSvNCesgFk74waXeBv/FS9PsYDPlD0KvOkH+XXqgX2TRNJicnGRgYAFOgqqoSBAEaq2hsbeRj/+OjjIyM8M4P/zlGlUzk8lqeOnWU937oL7nz+0tQk189dD/xQpKnfvIYuYU0s0NThNbUolo6Xkmkc9tKTv/sOH8ivfWiIauqysc/9kl27d8PjQ78USdKJk9+IoEgCRg5k2x5Do8jiqYVqQuvJZWfIBroxBQMEEHs8hNeXY9pqSR7Z6i+tJWqHe0o8QLqcJn08WkiNa0kM2NoQgmH7MfnriZdmGIyfgRJtGGaBnWRtThsPvzuOs5PP4rd5kE3SthlN5nCNOavQeZ22UNOW8BjCzMYexxNLVDR5KW2qRJNLyI7NMK1ImPHBjAsHfXUWTbtuBKf0+K6Gy6nubkZgNdeeRXfu+snzC4mCPr8NNk87Dl8kJ/v3YWaL7C5aznXvuYqkskkc/F5sOCpgwfIeu04ZjL/l733DozjvM69fzOzvS8W2F30ShAgQYIEwSZSpHqzJMuS3OQkdmS5xZ/tXPvexM5Nru3cz3auHcdxbMUp17HcZFlukWlRvbJI7AVE72VRtvcyMzvz/QEDISVKluR2P948/5AgZ2cxO7PPe95znvMccskk8nwYCiXMnc3kTwxgc9so2ZwoRiMhT/YwAAAgAElEQVRlo4RkkEg/exRDsJLS8NSycZKmImQyaGWV/Ow8os1CcXQKs2QgcPVlSCeG+PQff4CWlhbe9oF7SJvMJKfnKRgNOO0O7NNLmKwWirk8iyNj1LkqXkYIHqeDQuI/2vULyRTrAwEaGhpWn7d/+tY3eWSsn/mmSiRVozwzTVvPJr75wx/gcbuJx+M4nU56e3tfVkg7cfIkz4wNsObWaxElidMHXqT8wA/wOJwsWgTW7t0FQLQ6yC+eeZI/W/fRZb+OchlN01aVPuWSjCiKKIqymlY7fzF8IxHr+ZAk6WVWmpqmrVppxmIxpqenURQFi8VCqVQiEom8rrz0peCFDJcgIf+qCPmVpobMz88zNTVFMBjkrrvuYuALw5x74gQOv4f5o+Pcef2bEQSB06dPs5heYu0dO3H4XNRsb+H4/3qMiYkJYrEYJ6b7MHS6SCQzLMzM4uqspKiUeOLg07Q3tOGR7PjcFRfI3sbHxznTN4gWlKhoqyG0fwwhJ+BztpI+MI+xbMNlDxIpjFBT0U02H6dsLlLqimKrdyH2K9jqPRisBoxeO6JkQFc1LBUOSvE8mkUhlQ6hV2hYG510Xr6X0Z+/gDyVQxLNtAR2MxM9gq5rmIzOZblcYQlZzSIrOWwmD6n8PGajg7aaK7E7qxibfRqr0Y7T4EMXNNA0sqk0c2NJ/E1GMvEyi5N5PM51qGqJgpxkZHSQL335r3E6nYTDYcrlMlNTU9x29bUATE5O8uiZZ5Db69i2YyuqLDOy/2kqT5zgib5ThASFyfExSotRzHYbVpcTr6wQOdqPPVhJZuogpoAX1+3XoyWyiJIR0WEjN7NAOZ2lMDgOahmr34e1LkjsyBkEo4Hidx5CMBoxVbhY/647UBJpKior6ejoWC6UbdvOuAUqereST2cIx47w8S98nIPHj7Hw5CHaa+u57tbrePTxxykqJbrXddHa2srVe67g9L98g9FnD4Eg4EoXuO79d6w+d9FolGfPniRV4wWbCanCTeiJF+l1ewiVVcLhMC6Xi0KhwPHjx7HZbKv5WZfLxfR8CFdTHQajkXw+z0QmzunnD+J0uFCMImt270CUJKxOB9l8AfhlvrqrmwPPHcYSqKS4FGVPVzeBQADtl57Nuq5TLpdXayAraqByuYwgCCiKcoEx/BuBKIqraYyVyHwlL33q1KmL5qVXoumL5aX/k5D/D8Yr2e+9NELWdZ1oNMrY2Bher5etW7eubpv++s8/zf7HHiEZS3Hrze/hsssuQ9d1nnzuKTQjWOtdFPMK6ZFpbF47+XyeJw89zfZ3XMHJ8T7KDoG6GzspRfKkxsKMP97HnH0EeSLNFz/5OQqFAvF4nO9///vcd/93GJ8fxVRnI75vESEnUelcgwETxVIWXdOIWSaQC0USzJJX43h3VVF7aztaqYzZbyV6fAatxo2gCwiqSHYujmQwISCQnYsji3mEDhVXMEBWDpMthMkW4ngdjYTTQ4CAUlZYiJ3F46gnV4qSLUQQzUasa11QLGOJ+VhKD6AmC+SUKMHAOkrJAo1V2yiXVZYSg/zoK2M4K0QSkTzkAlgsIk2ByzAYTMxGjvKpT34anydAJpOlodnPf/uzj2O32/mXf/4mQ+fmODxwFptZJy1BUS6RSsaYPnGGurdcR3p6HP8tVzP/2PPgdlIO+JBHprF2tuA3WqhKZkhVVpA7fBaDDiafBzHgw9O5hvjJcxSTGZy9XVjXNFEYnUYXdGxrmzHWBcgPjGGu8JCbmUftG+Nzn/zL1S/93Xf9Ad/49r8x9dhBjKLIR975B/T09NDT0wMsNyV88Z/upRiswGiz8vT93+YDt72VDRs28MkPf5SRkRF0Xae9vf0Cu1Vd15meD1F31VbmJiaREMjLRY48tJ87tu1i165dF6QnCoXCqvfv7Ows4dA808kFLD4vA8MjTE1NY9DLiG4rM6f76H/2IK1be5g9doobujauvu+bb7qZtv5morEYlet6Wb9+/S9b5i8kuUKhwNDQ0GoOOJlMcv9Pf8LEYgizZOAdN93Chg0bLnitrusMDQ2RSCSorKykvb39dX1vjUYjZrP5AsWEoihkMhmy2SzT09OreWm73Y4kSasqkN+E2dGjjz7Kxz72McrlMvfccw+f/OQnf+1zvh5ckoT8Sjg/Qk4mk4yMjGC1Wtm0adPLbqbH4+Gut7/zgn/LZrPElTTeYCVLx6ep2txAcjJChWyjsbERUZTQNR27zU48miQxuEhmPIpW1hGNImJJI6cU+fgXP4XpCwa0kkrRUsbe4sPe7SNybAproQLJaiBuHaWsqOg6eJzNJIQRKnqD6JqKECrjaPLiqPECAkqqRCGcxVyVITsWpzifx2g3c/pzj6BkZUhJlFUFNV2iaEoRm5uhEE5T1lRimXEkUUIUDBgkI4paIJkLYRCNGA1WWq7dSmVHI+HEMMnjYeSpDLZuB8ZSAHmyiMXoJFeIIxolnO4A+cwS0cUCWt6FzWgjUwiTzE3j97bjtPkZODvGzq2teBweogsZnnziKdrXrmHo3CzpokJJ0knMzRISSjgqPCRHR1DGZpg9XYViMmCMJdAFAdHtoDSzgLE+SHBnD91VNTx33/0k+kawbl1H2e0kdegU1k0dKMUiZHJYG2pw7dqCJEnIqTRCWcfW3oTZ50UqyCSePEy3v4WPfekrqwbvAF6vl0997OPk83ksFsvL8qknT50i73fTtnUzAHGPm/3PPcOGDRuw2+1s3rz5os+jz+fDrgmk+8fwVriYfeYI+swi191xBe9993suiEDPn+68Ys6+fv161G/fx9DzR+k7cYyiptL59lsx2W2klCKjjz+HO1ngui293HjtdRecq6ur6xW/J7quEwqFmJubo62tbdWw/b4H7ifssbB+z61kE0m+99jD/GllJYFAYDX9tu+R/RyaGsHsr0Q+dojrZjdz3dXXvOJ7vRQXU0EZjcaL5qVzuRzj4+N8+9vfZm5ujt7eXtauXct73vMerr/++tf8nuef88Mf/jBPPPEEdXV1bN26lVtvvZV169a97nO9UfxfR8iZTIZTp06haRqdnZ2vOL7pYhAEAUmUuPn9d3LwJ08xd/Y0SqzAf/mzz+Fyubjpyuv5f/764ygdVorFIrFzIWzVbuR4Hlu9B8kkYSyrmINO1EyJ6PF5HN4qmDCQnYujFXVEmwHX9gpsLS7m9g+iSwrJ8jj+3c14G2opUyI5s0T87ALOJh+OWh/pkQgUBRb2j2M1eZBUM7rDSDkrUSzmMVqsGDQbi89PYLCY0fIqelnA46glX4zitNWRys3gMFfQEtwNQCwziV6YxNlSSSoXAhF0m4pUJ+DZFCTy3AxyOYnmL1K25EnHF5EwYvEbMSSdNAcuQ1AtqGWZqaUXkCQjGkXyuSIvHj2E1eQBsUi2sMRH/vSDpFIpwh4DLbv2cPLAo2hygVL/CKaaKvLRBPGRCby7e0gcPklpcg51MQpqGW9PF1JR4cShF8iIYNncgaBDaXwWwWRCnpmHTJ5yNouOQGFgDA2QBAHBbISyhhyOoSsq7g3tlHwu5hbmaWtro7+/n2g0it/vp7OzE7vdTiaToVQqUVFRgSiK5PN5jp04weTCNI7KSoKtTRjMJpTyry4eGwwG7nrz7fzo4DOUwzE6AjU01bfxvrvvfk3STLPZzJ+89x7m5ub4y+k5FlsCVFYHURUVp6+CLY4Af3jb7eTzeU6ePHlBuuN8hcf5GB4e5uzZszQ2NrJ169bVxUfXdUZmpmm/8yYEUcDp82KqriIej1NfX786tf3w8ABtN1yJZJBQZZnH9j9N7+Ye3G736gLzavno16pBliQJl8vF5s2bue+++9izZw9Hjx5lZGTkDTetHD16lLa2ttXo/B3veAcPPfTQfxLyr4tXmhoSCoVIp9N0d3e/TJv5WmC329nbs4sDTx9n/c6NyNECFQkze/fuRdd1pqanWJoPI0fLgA4I6KqGrc5DzTXtzDx0jtrr1pAcCOPqqCJ1Okola5EUExFtCoNoophPUTyQovREDrPowOduQbXlcPurUfQ8okHCWmmnOJ8h/NwM8/lRctMp3HojDqdK3YbNhM+NEktOkMmHkUQTaqGIJqrIcolyUcUgmtABXS9jkCwIgoYgiGTlRYaXHkMSjOSLCYxWK9HJSWw1Luyaj5mJPqwVFpSFLAbBhKnZhGYpUZTjNN7VhVqQiR6doTQnY6504XA7SKVSSJKZdGkMVZMRJYmWmp04rF4WoxNEI8tThjPFCGVHE2ajhFRThbG9Hr1QxNJYSzG0hJQpEH/oGQyN1dh392DQodQ/RvbwKSo3b2AxHMbeux5bXTV6oUT+1ABYrfi2bMDsclLK5Ji8/98RO1txr2sj1zeCmC+RePQApoAPS6CK9u29VHV2cvD4MSKxGM8Mn8MUqER+4TlumNyCKIg8dvQwoslIrcPDe97+Dr7xnW8xJarEDBpP7vsFGzZswFSQeevOvb/yeUomk3S0tHJbqcRSOkmlx8sdN938utQCkiTR2NjIXW+5na89vo/wuREEXccvw41XXc3GjRvJZDKcPn2aSCRCMBgklUqtzqVLp9N4vV42btzIv+/bx/PDfVQ21HN0YgSHw7FKRufOnWNubpbEocNs3LyZeCJB3/ET+LMKwWCQ6upqNE3DZLNgtpiXBztYrUhm02o+WtM0gNWfX1o8XPm/16tBXiFxg8Hwa5FnKBS6wL2urq6OI0eOvOHzvRFckoR8PhRFYXJykmg0SnV19aos51fhlcbWvO+P78H7Uw+n+/vYuK6XN99zK5qm8cUvf4lfnHwC33VN2Nf46P/GAXRVI3hlG+mRCAanmexUjMxEFKPTwtILk2gFnZhtjGI2hWCGoGMjbnMNslpgNnIEg2TF46gnnBskOxvD2elFFESWhiKkx2ModhmPoQm/pRtd0Ekq06jpIm5bDXIxjyzn0UWNsqiAItDk285c7CRuex2qVgRdAwFKahZJMlGxLYCl1oHRYEFJBAg9O0LqSBi1ooRBM2B1O2nY0UxJKFPIz2My21DlAnW3rMe/owlNUREEgZnxAUpqAUPeiqoVcLolPvqJ9/LD+3/GYihFqZRGUfIIokJ1oB6TycQ99/wRf/GPXyNT5aGwFMVoNYLJiHzwBKWFKIHeDcjhOPaeDeQWlrA57Lg71+AYX0A9N4oeSWLeZEWQpOUBoWWN8lIUp8eDtyZINhJj0e1GWEqg6xME6+rw7NpG7Nww1spK1u/aybq1a4nNzJFZWuLsxCgtN1+D1W5Damvm/h8+hKvKR9dtN2AwmZg4fop7//WfCduNdF9zFU2pJP3n+hl/6jB//af/9YLxT+ejXC7z84cf5pEDzyIJAu++/a186H3v/7Wf82uvvoZwPM6xkUFEUaSno5s9uy8nnU7z1W/+K2mPDclsQjt3mj95+7uw2Wz8+OnHUSqcZIbO8KN9D5EQyrReuxeLzUZ4LsSH/upTXLZ1G1V2J5OZBDU7tnDy8IucO/ACxXwe0WzmZzNDHP4f/517/+fnOXb8OIeefJqj8zOs6+7CLZqocbipqqpCkqRVQl4pHGqatprqWPmzVCqtHvtalR2pVOrXcnpbwcXqTr+JzsPXg0uSkFcE8DMzM8zPz9PY2MiOHTsoFoukUqlXfe3p06f53w98i3gygc9ZwY1XXkdjYyPBYBCfz4ckSdx0w010ru1k48aN6LrO333973l6+BDSRg+iXSK3mAZNR5NVwoenyM0miByZRlc1Wt+9jXj/PJmJGMYKM+5dldS1thM/soDSn8Vh9SOJRjKFBWQlh8XioKPyRs4ce5DkzAKooJU0/F0t5E6mkZwmZEOWZDFEUUnhkupABbVcxGkLLke6mg2j2YzLXoMxOUBBTlBf1UuFs5F8KcZE+CCiHSweF+6KIDa7B8WZI+1KYdGdbKt7C8emf0rltgacwQBaKY6rrYLooRC2ZheCDgIgiMv6UZPdxMjc05gEOyUlh8mm0tPTw8C5YcKLL5LIzuJ21CBIKpJJpr6+Ho/HgzlSILuUx6KVyR44g1C9PERUMBpIjk5Szpcwzi+xfvd2tHKZ0R89TFMwSCqbprrKD9kSZZdMcnwa50IcyiKTTx9kzutCm13C6Xay9U3XM5eMITrtpE+e47rde3C43RQ1kcTEDPrkHO9881v4wYGnCFZXUyqVkGWZRCaN5vcyNTbO0AvHSKdSFMam2XDjcn7U7fawdUsv0zNRdu/addFnS9d1fvjjH7Gv7wTrbroSoyRx/9OPrRr+vF6cT1oGg4F3v/Mubvvl870SZR84dIiMz8mabct57CWvm/3PPk0ylcK9pQvdbMKzppnJg0exlzUam5uIRqJMpWJoPjd6RxM/fvgRqmtq6F27g+ubG3jwS1+F5hocPV0IRgODh0/y3g99kKTXhq27g0j/MEeHx7mso4s//+RfrEa8L42Gz78OXddJJpNMTU3R0NCw2nm4EkmvaJMvRtK/qS69uro6ZmdnV3+em5tbNa3/XeGSJORwOMzQ0BA1NTUXmNW/kuxtBQsLC3z9/n+m8cYu0gsTnDg0wCNfeIKa5nra/I3cdsWb6N7QjdVqRVVVdF0nEokwEBrB2VhBPLmAs9rP9AN95BfTSCYD2ckYJrcVx3ofmqwy/9QQ5axCZW8dzuZKipEsakEhcHkL0yPnEESJsi6jlIuYzU5S6QVE0Yiu6Dh8lchLBTS3gslmIy/mkNU86dwCqfwCoiCyqPVjNtqpcDSzmDiHxeQknZ/HbmkmlhpHLcvLXVZmD0U9jdFrwVOuI22dpZhNUh6R0ep0wkMjmOqNxOcmeaL/XlRk2n3bsVY5ISeQkJZwWWopRKMsHpxAUzU0rczis2MIugHnhkrKskJxQQWXiT/88N28+aqb8bgqiMfjpHLzWOwiH3/H/8DtdvNX//2z2KnH56lhZu4M5k1NqLUOpCoX2twi0vA0utmEO5omPzRJdHIGNZun5yMfQpIk9n/j3zBPLVGaCNHt8LD2qmuIBj1Mh+ZI5bIUcyXWmpzYlpI0mE0sHennbVsv54//6I84+MJhzp7ro8Yf5NZ7PkRVVRWPHXyeheEx/E0NRGfnaQ/UoJpsjB07hdTRhNtqwRas4vSTz6LZLVTWBIkNjHLV+g0X9UvJZrMMDQ1xYnCA7muvxF21XChLtjYyPDryugj5zNmz/OTxRyjKMhvb2rnjlltXi9IvTXeU5BImu5W5UIiB8THCM7PkTvRjMJkI6jvYuW07fn8ViZogkeN9nDp2nFAiRjgSpTEYoLmtlResVsbOnsPldlPf1UlBUSg7LEAZUdMp28ycne1j29s/iLuqkrRcIHz4JC+cOsHps2fZe/nlr3o9uq4zPj5OOp1eLYSeH0W/NN2xghWi/k01hWzdupXR0VEmJyepra3lgQce4P777/+1z/t6cEkSst1uZ9u2bS9L7v+qTr2pqSlsjR7ipRSyQSM8ModmE8lKBeLWPJ/+2ufZ2NONoQQeycE/fOsfyeXzLCaXcO+pJ/LMDBO/6EPQwBpwUX1lGybvsmYy9Pggnq5qlg6N42qtwrMuiMXnoGpHAzP7BrBuc1CQ08yEj6IKBYxWMwU5js3qZiF8FrPJjj5uIJON4t7qI3x2DDMe0vkFrCYPVpMLtVyiqKRQyyUyhSV0XUeR4wQ8nRSUFPHCJEaPCTUlk5PDVDW1oakyuYUItTd3IBlM5CIxJp97kaYbe8guxnCsb8dTVcHkY+fIxZPUb16DIAlkJuJYVB919i0sTvUzOX0GhDJqXsXXUYd/czOiTSIRmkVOFHC3+3j01DNcvvkG8uUskfQSxVyeoaFBHvjBjxgZWMBirKCcVympRdKzE2hRCYPdQtdN15CIZIguhbHZ7PhkjUQyQ+1lvdh+2Tyw/abrWFsUuO6qqzEYDHz2K39L9bYuNly2HUVRmD5zjhuqW6kJBkkkEtTcdCf19fX87TfuJeG1Ye1up394gvbREWpra/nI3fdw/89+wsxjz9NcU8c7/vxTPPSLffzTieME1tTjKMhsu+3NjJgdBNIKSmqGvXVtbOxcx5EjR5AkaVU7m0wmyefzdHR00FxfTzSbWyXkUjqDvfq1k3EoFOL7T+ynbs92rE4HA8dPY3h0P+94yx0XHDczM8OR06eIhJeYOHeWeI0Xa7CK6Mwc9o4WnLpAOhJnamYGgy4gRZK0VFdz+JlDlMoqmWSShY1rue/efyIn6kitdYTUAqGHHqa8GCV9tES5JKOVZHIn+iGbZ/SJ55G8TjLZLIbuteB08bl/uZfa6mra2touej2JRILh4WFqa2tZs2bNywp/5+eTX0rSK3/fv38/oVDoNX+GrwSDwcDXv/51rr/+esrlMnfffTfr16//tc/7un6H3+m7/Y7gcDguSrziRaYenA+n00khmkOqNjD+ZB/YDJgdZvLZPEceep5tH7iWdTu2EZld4sf/81t0XL4RzaEz+twQ0vw07rVVGLxWMpNRynmZ9HCYckGlrGskhhZJDoYxVzqw+J2YXFbkVAHBICInCyw8MwoWjXCqH1ulF7PPhiQIhMNDiCUzjVU7EUQBuZQjcnwSA2bMkk6FrZGSksVpC2A2OFlKDlIWZJzuAIVCnK7et6MuFCkUU1icFtybfCw8PcBc6gSRUyMoWgFLuw1d0hFFAcliRBc1dKuCqhVpe9N28tMJHEEPZpOFyX1n0PQyktmIXM6Sl5O4PXUUhRg1m9uRI3GKzhIlLYnV5sa7Lki8L4S3JUBZcvDkY/tYd/U2and2MnziBN/93k/oWb+bWr+Lc8OHUZQxCj4wdjRi7Wolf26Es/9yP/7N62no3Mn8/AKTR44gIiDGEqs7FSWRorl9I9FoFJfLxZU7L+Po9BxVNdVosoISWqJ5x1WsXbt29X6fPXuWmFlkzbZlPXFFTTX79z/L1VdcSWVlJR993wcueD7+4J13cXSwn2BTK75AAL1cxiJKfPjue17WdqwoCrOzs4yPj2OxWFb1ueuaW/nRk48RD80jljWqSjq9vb2v+dkOhUIYa/zY3cs50/oN6xh86tAFx8zMzPAP938HZ2cblvoqCi9kyPdHyQ9P4nA4WXvdXtTpeWxZmYEf/wL/9p28/arr+PkLB3j3Jz9BKhzle1+7l1QkjppM4+zuoNbhIhAIEpoJo1vMmHwelKUIhfE5jDVVmHsDRKfnKRw6hmtnN1aLhcZtPcwVDvPDH/6Q22+//QKFh6ZpjI6OUigU6O7ufk0a4peSdDgc5hOf+ASiKPLVr371NX+Gr4abbrqJm2666TdyrjeCS5KQ3yjWrVvHpkMd/OLRJ1nsm8a7qYaWOzejazoj971I+OwM5sv3cuBHTyLV2Agb0hRTBVQzuJu9mHx2UuMRdFXH2exD16EQy6EkCwhlqNhYTc31a4kcmUHJlpBsRqLHZ8hOxnB3BhBEAd/OOqqvbKOiq4ZCJMPYfUexloNgU1HzZcwGJ5XmVqLxSRLqLLlsnEp3C0aDnfn4WYpKFpenioIjSoW3BVER0XQNuZwlEwtjXNTZceNuFgamSdtlVKMDXdcxuAwIJoHCeBqtXCZ2ZhbJaEAtyKRGI2TDSYy1dmyNDiiLWJI2aDaQW4xgr/RglEwU5STZfAolVsDfWE0ukyW3mMDqtmPTjNR1rmXiiXN4mquYXhohpSQQjG6SiTzjs2eQDDYUvYCpqRqTswo1HEdy2lHKZTxtTZR1HWt7E94KL92t7QweOc5z3/8RLbV1VCjL2/XOzk4cDgcNDQ3kf/RDTj+4D0kQedu1N1xAxrAccQnSckSWTCbJpFKks+lXfD5MJhPvfevb+e4j+8hU+VDiSW7o3fEyMl5pqDAajezcuXO12ahcLpPJZKioqGBwcJBSqUTL+hampqYuIKtXUxlYrVbUVGY1LZKJx/GeV9AqFAp8/qtfYcIpYZ+fptlfTc3OHlIHj9K2cQOjkxMUojG8TidtrdV0e/x89J73USwW2XfoecqqSqlYoH77FrLpNFm5THvPJjKz82zq2oB6doSxmiqk+hqSpwcwt9QtD3Wt9FK2WVAKJYwOBw7JgB5NYDVZ6OzsJBgMkslkmJ2dJZlMUiwWcblcBAIBSqVlX+bXarmp6zo/+clP+NKXvsRnP/tZ3vKWt/zOi2+/LVyShPxGb44oitx285s5ceYkpzPyco43mkMURKwBF6aMRP/B0ywtLVJ/x0byoSSlifyyK9pohPRkAr1cpvG2DRjdFpYOjGP2WAle3sLi8+PYatwIooijwUN2Kk5+MY2vp47AnlbmnxjGUuXA6DQz/+QImbEo6bEoiYFFLMFKJJ9EZjpMND2GLqooxRIWo5OSmiGansQgLRv9dG24mUx+gZRphkh8BCVdwGi3krGGcDdXUrm5gXOPnUVAYMMHrySvFogcn2b+iWEETaCUK2K0W8EgoBYVTn/hCap6GzEF7KiJIplMCTUrYzPZ2PgHV3Liu0+SHF7Ac1kAS5UNQdTJTihYxkvk4nGy4TB1N21mjbeR5OAS7Y0taGRwNjrxBNczOjyOwW0Hs4rV68dm9pEUypjMDhQ5gZ7No+k6Rr8Pgyii6irp0RkqAn723nEL0aeOcGVrJzt37lx1NINl4nrfH70HWZYxGAwXLQa1trZie+wRDj36OAuFHIX5JSrzCs8fPMie3buZm5sjFotRUVGxKofauqWXuppawuHlEUorvhSwTPDT09MsLS3R3t7+MjWPJEl4PB42bdrEpk2bgP8w3kmn04RCITKZDMBqm7DL5cLpdK6S9Lp16+jsO8vgUwcwOGwI0STvf+t/NDA99tSTRMQyFW1tuOprGOofxJtXkdJZBvr6yOtl5r//M3Zu3UYxkuOdt7+V5w8eZCGyRKXJwsizh9CsZqIj4wQa6nBV+Zl58iAml4Oxw0dxlgUKiSSlCRW9XEawmpGcNgrhGIJBwuyyYzQZMTXVMvj4s3T7a7nqqqvweDw4HIvDuEoAACAASURBVA4ymQx2u52enh4URSGdTrOwsEAmk1k1HDpfL/3StOPS0hIf//hyd+czzzyz2rRyqeCSJORXw4pZysWiEE3T+If/fS/1N66jLTlN9GwItShjsBgphjPMvDjNwOE+7PUekv0LKKkSggCBy1ooRXLE++Zxtfsxui3Ya9zIqQKlRIHiU1kMViOlRB4lXcTosmCrdeNs8VFzzVpip+eIHp/B4new+OwYloCD9HAYOV2k61NXU5zOMH/mNAUpiWgUsRsbkJVRtLKCyejCYnJSUrJUB7owV5hJkMdgNVFKxCh3ZDC4Vdr3bCU5tMD8oXE0s4ZY0qGkoQs6vp56EmMRrJVOAle0UJhKETk7i6BpGNwO7E473sYqWnZ2MPbiAC1da+h78EVK5SyYdERJR03kKbqyeDv9OF02aspBfvqtB4lEIjz53FNkU3luvnoP6W1pvvLDb+DeUk0hWsBcoRLLTpMX8xi0OK1NOyiMnSV5/CgyCl6TEXtDPaHnj+BtbiA6MY2hpJBTFRZePM5N3Zu47bbbEEWRYrH4sq3vSnR6MTidTt59+5189DN/hW9tC7Xbt2GvquTz/3wvP/jRgySFMvUb1qEns7xp22Vc8cviVHV19QXewADxeJzR0VH8fj/btm17zZKtVzLeWSHphYUFRkZG0DRtlaRvvu56dkSjqKpKbW3tBR4OkwvzdOzo5fSJZT8ItVAiMzBJ2+ZuGvZsR9N1CukMmWN9fPy97+env9jHQC6Bu66apEWgIq2xvqmBwezzRDMZJLeV1LExruvewvVru/npRIiqHT2k4gkK9dXkTw5g8HkRPU6K/WPYgn4qHE6CmoTP5ubv/uozeDwewuEw4+PjNDc3EwgEVu07z5errRgOpdNpotEok5OTKIpCsVjkkUcewWw28/DDD/OFL3yB22677ZKJis/HJUnIr3ajVvwsLkbIqVSKeClFnTHI9OgUqqSRj2bITMZQUkVs9W5QwRJwsnRgAmdLBeYKO44GL9aAE3OljeipEHMPD6AUFeRYHoPNCAJIDiOp4TCZiRgGmwklW2TN3dvJzcaZ2z9AbjaBVirj3hAk2b8AuoCr048Sy+Pf04ipwsLU/TEcTj95PYzV6MAqewkEOzHIViK5YRZz/SRCkzi63JgUK/klAxU9tUgmCdEokhxcovmqjZTyWZSlLOd+9iI1u9cQG55HyZWo7K3H7LFhbDeRmomRT8ZRUnmsBhMGVcLtcWN12UjNx6mq9LEwPozbb2Xdtp0MTI7QfedOfJWVLI7MEn5kmlwuRyAQ4F1vu+uCz/ls31mGotO0b9+O/21Bnvrmw2QKDkp+kbnQSYxmATEUxqaauPFTH+TEocMYKtysrWlkPqcydeoMi489z66Nm1nT2sqPf/xjnj15HN0o0VgV4H3v+sML7DpfDWazmZo1LdTt2blsbDM5zmQpw2RaxaSBmqtl1+U72P/sATZv3Piyar4sy4yMjKAoChs3bvyN+CmIoojL5XoZWeVyOTKZDNFolEwmQ7lcZnZ2dlWH63Q6CXorGFyYoqN7I+lIhPD0Itf0bGPRYSAQ/OUiUg1D/eNks1nOzc+w9k3LXshVjfWM7n8KURBZf/1VeFoakGUZpWsTgViOXZddxrcf+in1G9ZiHZlkanoKS0czyArlVAZ+aT7kttupVkXe/O4/pqKigrNnzy7btG7Z8qoL5PmGQyvQdZ3BwUEmJiaIRqPU1dXxmc98hsXFRT70oQ/92p/1/2m4JAn51bAifXup4TYsqzO0gsq/fvzLOLZWY6qwEdo/iLu1EpPXTnJgEQwC8VNzlDWN6MkQDTevR1M1BIOI0WVFzZZIxLMIso5rnZ/cZAKT20I5r+LuChA7MYdoNuBoqWTygVNocpn8YprKHY2YbGbMFXbyk3HsTRUo6SKhx4aYf3wYOVWkLKvIYhGr2YNTrCa+NIlalNEMKrI1Q/NdXagFhdiZEM4mH/6dTUSPTmMJOgk9NYKalVGKJaq9AYpuD6lQnNSRENmJMMYK0/Kw0KxMYmABNJ1SLEdV0E82ksZtcXHyW8/isNhJz0Qx6wbcARs3fPIuZvonGBkbY+bMOLI/i0kzIBkNTE9PX9Qz4b3vvpt7v/UNYkPzLJ2ZYXvbZm7fcSP/63v/gFALpciyw1dFQxVmu5WgwYKYlikthLHmS/z9X36WvXv3IggC0WiUnx14hsabrsBgsTAzMMznv/J3vPO2t6xue10uF3a7/aL618efe5ah/n5m7AbShSwgYLbbcG5ej64oRBIxQkuLSFYL+Xx+lZBX/B5mZ2dpbW2lqqrqtxqxiaK4upVf0cbqur5K0uFwmMHBQZwWK/aFONl4GpMgcuvWXdxy/Q189XvfIh2L46zwMjswSEtNLQaD4QLvYUEQQBQoKTIGq2V1UcvEExQXExgMBtqbmjkVT+FuqEE7+CKqx4G1oQbJUInUUIv8/AmEkshb3nMPHe3tnDhxgra2tte8QJ4PTdN48MEH+cpXvsLnPvc5brnlltUu3FeTr/7/GdJnPvOZ13P86zr494mXTuNYQSwWW/VZfSkkSWL03DBPHz1ARXctcw8PULGxBve6IKV4nuxCktx0DE3XUdIlJKOEALjaqjBYjCQHF4n3z2N2WLHXuVHTJez1Hhre3IXJa6O4kEGySJTzMka7GWuVAyUnI5hECqE0ak6mFM9TuaMR9xo/iXMLlGWVwlIWW50Hk9cKqo5kMqLYchRLaTKpBcq+PJ7L/VgqHYgWI/m5JBUbqqna1oDJbSV8aBJbtRutoKBki1x36w2kEylyiyl2Xb+HK++6kdnj48yfmCTRv0B6KoYAWG02dr//RqafGWBHSw+7Wnu5c8+tvO8P7qaptpHp/AKDp/qJFhKkEkly43GqKgPMnp2lOF5guG+Mmjr/y8T1FouF7T3bWONvZsf6Xq7eeyXrOtdR4/IzNziF22pj787LeMu1N1Etmrhx9x66WtvY3LKGu9/5Ljo7O1dJZHJyknPxJerWdWCxWAjU1xEdneCdt92O1brsKRIOh5mcnGR+fp50Oo0sL2uxx8bGeHzgND0330B0YITZI6fIhaN0vula5FKJQjqLzWBELClUlyWu/eWk5XQ6TV9fH5Ik0dXVhdPp/L1snwVBwGQyIYoiCwsLuN1utm7dyq5t22kLVNNZ30htMEg0GsVrsXHmwCHm+wZoMDt41+134vF4mBwdY2JuFkSR0MAwrTY3ey/bxYsHD4HTRlktM3fyLFd0baapsZHWhkam+wZRI3GMhRJyLAWZAuVkmvLoDOur6/jsxz6B7Zda/Q0bNrwuv5gVLCws8L73vY9wOMwDDzzApk2bLlg4flsTr3+L+OxrOUh4NRnYRfC6Dv594qUTnVcwMjKC1+t9xRX7Ax/8AD85uA9RkiirZURJQBAkBIOAViojWQyUEnm0soZvcx22oJPCUpZSLE92OobJa6PlrZtwdwRYfH6cYjRL89s2Y3JZGfnmiyQGFhAEAe/6aoqxHMmhJWx1bpRsicxEDM/aAJ72KkSTAclmomprA6PffBGLaEJFo253O/Y2L9GBeYxmE6m+RcxOC+Y1XuxNHuJ9CySHlqi7oYNySSV2KoSjwYvb76W6toaj//g4u3t3UkjliYQjNFzZiZwvMvzoSeydVRj9diJLYVJDi3Rd00vTjrWcvO85/uiyO2hsbuLImWNIgsCZ030cOXecil0N1G1pxi04mHyqn4W+WZqCnXTWdaPrGtniHN/6zr++ZsLSNA1ZlleNykdHR1GU5UGeNpvtZcfPzs7y9w9+jzXXXYlkNJCOxki9cIrP/tc/f9l7rqgc0uk06XSaY8eO8XwsROu2HsxmM/NDwzzz0MP4t2/CaLcx+9QhzGWdK3u28l8+sNwwMj4+TiaToaOj44Kt9e8DmqYxNTVFJBKho6PjFZsjzrfujMfjFAoFSqUSFosFs9nMmf5zJHNZGmtquXrvFZjNZsbGxnjkuWcoyjK96zewd/fu1R2GLMvE43GsVisHX3iBnz/9OLlsjs3tndxw7bVkMhnWrFmDz+d7Q9f0gx/8gK997Wt8/vOf501vetOlkit+TRdxyRKyLMsX1RxPTEy8bGDjCnRdp21zB/NzIcxuK3KySOWmWqq2N2Jy28gvpNA1HSVTInx4gjXv2Y6zxYeaV0gNhQk9MUTl1ga8nQEczT4ykzEWnxuj5e09GB1mRu47Smo0TGBnE9mJOJmZOHK6iNFupmp7A7qukxmPomRlGm5ej8XnQJREcsMxmCtiUiSS6SRFo4rN66RqUy1qVmH2yUEcbT4szW5yswnUgkJlbwNqUSHy4hTBvW3UNNZSEaxidt85Pnzte9i4cSOKonCq7wwi8OAjP2XDuy5jtG+YoXODZMNpKvw+ctEMFqcVr8nJ5MgEzVvamR+coWwTCK6tx9bqIZfKIoQVkpE4VpcLt81H6OwozevWszAywuf+9C+5cs8Vr/nerYw4WlhYWE0HvBoefvRRnuk/hcHphESa997+1gvsM18JoVCIv/3ON/Ff1otoMjB27BSMTFMqlwnHYzTU13PHdTdyzdVXE4lEmJycpKGh4QI1x+8LyWSS4eFh/H7/L61fX99EjxUz+JUFKpPJUCwWMZvNq/lol8v1miZ2KIpCPp9nbGwMh8NBW1vbG4pg5+fn+djHPkYgEODLX/7yJWE4fx7+k5Avdm0zMzMIgnCBqxMsdwyNjIxw7S03IDqMmFxmjHYz3o01OBq9OFsq0WSVuUcG8XbXMv6dYzTfuYmqXU1oqsb4t4+RGFyicksdVb0Ny2ZCk3FCjw1SfU07pVie0KODYBCx+p1IZomyrEJZp+WdW7AGnYx/7zhqQcXkMuNdV42t1o2uaUSfnCTQXc/YT0/haw/i7gpSVVVF6OgERruJtS1rWBie4/Sh43i6g8iaSmoojGQyIEgCDdeuQxJEjIKB6KEpgvYqOnu6qLR4uOXqm8hkMtz/8wexrfMxPDqMELAw1z9F9MQsvg01WCxW4lNLNL25m0pfBXODM8SG56lf30RiKY6xxk5mPIZ/fT3FTAGzxYZFtKLM5Wjb3IJposjffOr/fU060xW1QlVVFY2Nja/5ix0KhchmswQCgdfla3D6zBkeeHgfJVWms7GFd935ViwWyypRxeNx4vE4kiRRWVmJx+N5xZz07wKKojA2NkY+n6ezs/Oiu4ZfBy8l6UKhgMlkuoCkrVbrBcb5s7OzzM/P09HR8YY8JTRN4/vf/z733nsvf/M3f8ONN974e1/wfgt4TRd0yRb1Xm1qSKFQWP05l8utTnRYv349ulHHGnAQ3N1KdjaxcjaUTIlSPIfRZSE3l0AQIBdKUvj3PjRFIzGwiFooIVmMTD/Uh2Q2kJtLAjpzDw9gsJsQLQYcTT4ClzVTiueYfegcloCD/HyKyJFp4mfn8awPUnNVO3OPDjK7vx+zx4an1Y9mAHvAxa4P3MD06BRFtUS2mKXF1cCOm/fCzZCJJZkbmUUVNMwOK423dJEdjDD5szO4gl4aW5touLwDo2DA2uwmVizw4M9/zKf//K9wOp18+NN/imlrFXavAd/6GkS7gQqfj/bt6zn4/ccxO5fz7p7qCsKDsyyNLJBPZVEnFlGzMrXrG6nv6WBiaIx8XsbntrNt1zZOTR1Y1QO/EorF4up9eCNqhdra2td1/Ao2dXfTvXHjy4zRnU4nsViMUqlET0/PqoY2k8kwPT1NNptdLbS9WuHwN4kV6VhjY+MFw05/k7BYLFgslpdNkl4h6KWlJfL5PEajEYvFsmrs09vb+5obO85HKBTiox/9KLW1tTz//POXxOToXweXLCG/Elb8LGRZZmxsjHQ6fYGIXxBF5HSR7GQcwSgSOzlHbjoBAijpIuYKO6mxyHKHlwAWv4vsZBTRKOKpD7B0eAIlVcS7oZra69Yi2YzM7RuglCxSjOawV7tZeHKEwlKa6hvWkhmLMfHDU2gFBYvfSW4qwcQDJzG6zJirHNRfuZbqplqWRkKoeQXJYqRxfQul2QxJ2zzde3sxGA2cfOoIsldg801XUyoUGfr5CeafGsG/swm/Uk9Fs5+ujZtIm0vIuSKzY7NcfecNnPneASRJYsOGDTT461FqXdR3NjE3MoOaL5FbSmG0mRA1gcR4GFd7Ey6bg9xIDGu3FX93PUquQH1HC5MvDGG12MiNxbArZja/bQ9Dh87SEmh4xUju/GaKN5p3/HUhCMIFZBKLxRgdHSUYDLJ169ZVkvV6vRdso1VV/Z2QdLFYZGhoCIPB8CulY78NmEwmKisrV5swNE1jYmKCpaUlfD4fsixz/PjxVf+OlWj61a5d0zS++93v8o1vfIMvfvGLXH/99ZdiVPy68X8dIYuiSCwWIxKJ0NLSckHFHkCO5vFtrKXmhg4MViOxE7PM7OunakcjosWALpcx+2zY670kB5YoRfPIqQKu9qrlQuDwEsG9reSmE0RPzFHOyegCaAUZXdOR00WUbImKjTUYLSaMNhPBXS0ELm9GzpQohrPk5lKUIlksPhszP+nDsKVEZHaR1o5Wxh89i8FnwZ434slaeOb7j3L0yRdYmppnzfWbMDutqKgYKyy4W/3UbWohhQ3BJBJORJGlMuRUmupriYciBCr+Q661sb2Lp868QJW/kuJihsSpBVp2dBAeCEFcwZjPIRQzqKkS/+09H+N0bpSmre30PXsCgyrgdrqRj0a4pm47olFi8dkx/J4q1vV0cPTo0VWSWiGqWCzG2NgYwWDwdTVT/LZQKpUYHh5G13U2bdp0USXO+TAYDL9VktZ1nbm5OUKh0O9tsXopMpkMg4ODVFZWsnPnzguuY2X2XSaTYWpqilwud8G1i6KI1+slGo3ykY98hKamJg4cOPAbcWq7VHDJEvJLV9uVydLj4+NIkvSyh2kFoknC4neQn0ti9toQjRK2oBOj3Yy9zkPt9R0Mfv0AarqIJejA6LKglcvYazzMPzWCVtaJn5mnGMng7arB2V6Js7WKyAuTlIeW8KwPomZltKzC0vPjuNf6cXf4sfpdmNwq6FBcyiIIIAkSvVdtZ/ctV/HYvz2ETTaizchYQwI7ejZztkFibU+QvFwkMrWA311BaDFMhjzFTAFhIU5+oZLKYBWzh0eImHO4HS6iM0vU7aggOjvNn/zhf5ijv+32Oznzt/0kjszhNdnI6HaMoyV8lW7++kN/wY5tO0gmk6vji+bv/VuEgk7vFTs49tABtno7eNd777ro1IYVokqn04yNjZFIJJabEaqqMJvNFAoFbDbb7yVKOj8P+lqKiK+G3xRJZzIZhoaG8Hg8F4xS+n1hJSpOJBKsW7fuogqTi82+O//a9+3bx7333ks8Hmfnzp1s3ryZXC73n4R8Hi7Zop6qqqta5Gg0yujoKF6vl7q6OoaHh9myZctFX2exWqi/pQvvxiC2ajepwSXCL07T+q4tFCPZ1WYRa4OH0P4BBFHEYDWilzWKiTzmKhsGoxHRaqT+xnUYrEYEUSBxboH0ZAxB1tEyMptu3cli3wzlOhOS3YhvWwO6qhE7HSI9HKa0mMUhWtm6fRt2q43rd1zFnt170DQNr9fLzx/ex0lllPaty/aAI8cGeO7+xzA1OzG6LBTmUiiyjGaT2LCuC9NimduueBP19fVYLBZUVSUQCLwslTA8PMwjzz5GSZHZtqGXbb3/X3tnHtXUmf//94WEQNhkEUUiOyFsKpu241Qd19bpaJV+3eq3duzicURprXZsra1OHZdprbRVu7hVO6392v6mtVMZnamntNUKAcW2IARklX0PJCH78/uD3js3EiSEQBDu6xzP0RDIc2N43+f5LO9PMvh8vtljcmNjI/516SLkyg7EhEdh1gMz7yocBoMBFRUVaG5uRkREBNzd3U3K0JRKJfh8vslOmp1AGgzkcjlkMhm8vb0REhIyZMLHvkHRE5XpTjWNRgONRoPo6GibTMIYKHRFx/jx4xEYGGjV/0dVVRU2btyIsLAw7Nq1CxUVFbh27Rpmz54NiUQyCKsedozuKguDwcB4rfJ4PIjFYgiFQhgMBuTk5OC+++7r8T2EELi4uMD3viA4OFIw6owQThwDo94IbZMCPDcB1I0K6JRaOAgcAQOBUOQJR74DiIMDOstb4OQmgEGjh2uAJzzEfhBO8IS6sROtP3cbyI/vdMfLW19EZu4PqOqohzRHCr6PMyhHB3S1KaFr7oLQ0Qnz7p+NVctXQa1WgxACb29vE6H65tI3uNz+E6J/221SU19Wg9oLRajtaIBkQQKEfh7QqLqQ+/fvsHz+Esx8YOaQTz9gv69NTU0oKyuDv78/Jk6c2OuRXavVmoi0SqVisvz0H0tKsfqCXa0gkUjg6uo6oJ9nC5qamiCTyRjHN/rIz65wGMrqDoPBgFu3bkGhUFhd0WE0GnHy5EkcO3YMBw4cwJw5c2x2g719+zYef/xx1NfXw8HBAc888wzS0tKwc+dOHD16lDnp7Nmzh7HU3Lt3L44fPw5HR0e8/fbbVk2ntpLRXWXR0NCA0tJSREZGmhyJHBwcmOkDNLTRNf24pkWJsb8JRkdRI1qu3wYIwHdzgnvkWAh8XdGcXQGdQge+qwAOTjyoatrBH+MCo8aAjqYWjJ8eClfRGLQX1KPtlzp01XXAI8QXcWPC8eZb+yESiTBt2jTIZDIURT+AwhIZdBoNZq6aibi4OAQEBJgkmQghJqYrZWVl3bP1siugUqng6u6K9psNeGrZ4zj5f6fR0tIM74ljoayTIz4yDv+T8j9WZcBtgUqlgkwmA5/PR3x8vNmWdTZOTk7w8fExiZdqNBpGoGtra6FWq+Hs7Gwi0n39XBpCCOrr61FRUYHg4OBBq1boD1qtFiUlJdBqtUhMTDSpMGHvpNnhjsEW6dbWVhQXd5v1i8Viq96jyspKpKamQiKR4MqVKzZvpOHxeDhw4AASEhLQ2dmJxMREzJs3DwDw3HPPYcuWLSbPv3nzJj799FMUFBSgtrYWc+fORXFxsd3DQWxGrCD7+fnB29u7xweJ/e87hZiiKCiVSri6ukKn0HQ7iLV3gXKkwBM6obOkGeomBdQtSrhH+oEn4KM9vxYekX7Qd2rgQChMCBZBK9fAJdYVLr8JgVahRWX5TwjS+eKvW3ZCJBIBADw8PJCcnIzk5OQ+r4WiKLi6usLV1ZVpaDEajZBIJMj8/jvIG9sxOfp+tLS0YOGsBfjxehZKbl1DmCgEq5/8k13E2GAwoLy8HK2trRCLxQMqZxIIBBg7diyz4yGEMCItl8tx+/ZtaDQaxj2M/nNnmEWpVKKoqAhCoRBJSUlWj4u3FeybQ2hoKPz8/Hp8Xu8Wk+7o6DBJntHX3VeFw93Q6/UoLi6GRqOxKLFpDqPRiOPHj+PkyZM4ePAgZs2aNSg3Pbbrnru7O6Kiou46OeTcuXNYsWIFBAIBQkJCEB4eDqlUivvvv9/ma7OWESvI9Lyt3jAYDCZCzH6uUqkE0H2XPXHiBPR6PZR17dC2q6BVdjec6OVqKNva4KRzhHuTI5wcPRC/bAGIzoisby/DVesEF29XNMmqMX3+TPzvjEct6h7rz/UFBQUhZclSFBcXw8nJCSEhIdDpdIiKikJHRwcUCgXKysrQ1NQET09PeHh4DHrijBCCxsZGlJWVQSQSITk52eavR1EUUy/r5+fHvK5arUZHRwfa2tpQWVkJrVYLoVAINzc3qFQqJjwxHJJIKpUKRUVFcHZ27vfNYbBEuqmpCbdu3UJQUBD8/f2t+n8rLy/Hxo0bERMTgytXrgxZKKiiogJ5eXmYNm0arly5gkOHDuH06dNISkpiuv5qampMQpUikcgmo59syYiNIRuNxh6OUPQcrtzcXDg7OzM+tH19UI1GI2pqalBZWYmamhp8+OGH4PP5WLduHX7/+98D6D5WV1dXg8fjobSsFAdPHcGY8LHw8PYAatTYvuHPNo3h6nQ6xldBLBb3KjJ6vZ457svl8kGLyQLdgzyLi4vh7OyM8PDwIa+XvRPaka28vBwuLi4ghMBgMEAoFJpc/1CeIIxGI6qqqlBfX4/IyMhBbQ9mizSdNDVXK2wwGCCTyWAwGCCRSCwO/7AxGAw4duwYTp8+jfT0dMyYMWPIQkEKhQIzZ87E9u3bsXTpUjQ0NMDX1xcURWHHjh2oq6vDiRMnsGHDBtx///1YvXo1AODJJ5/EwoULkZKS0scr2ITRHUM2V/ZGjxWfMmUKFAoF5HI5E5dzdHSEh4cHI9L0Ua25uRmlpaXw9fXFfffdBx6Ph+XLl/d4PYFAgLCwMABAYGAg3N3dkZUnhYAvwIJn5tlMjOmbQ3V1NYKDgxEZGXnXDz6Px+tRiqTVaiGXy83GZOmddH/EVK/Xo6ysDO3t7T1i9vZCrVZDJpOBoihMnTqVERnasrKjo4PpfDMYDHBzczPZTQ5GXJGu6PDx8RmSumtLdtJyuRwajQZeXl4YP348dDod+Hx+v9ZWVlaGjRs3YvLkybh8+fKQJkh1Oh1SUlLw2GOPYenSpQCAcePGMV9/+umn8fDDDwPo3hHfvn2b+Vp1dbXdEt29MWJ3yIQQxs/izjixOQGjx8nQO0mlUsn4JgcFBcHX19fuOz7a58HHxwfBwcE229mxj/v09et0Ori6ut51J8mOgU6cOBEBAQF2T5Cxd6CWNlPQ5u/09dPjhNh1wu7u7lYLqF6vZ04zUVFRw6KiQ6PRoKioCI6OjggNDTVJnN65k6ZDXXdev8FgwAcffICPP/6Y2RUPJYQQrFmzBt7e3khPT2cer6urY2LLBw8eRHZ2NpPMW7VqFaRSKWprazFnzhyUlJQMVVJvdJe90cIyZswYRoQtEQuNRoPS0lIolUoEBwfDaDT2ECl6Fz1YO6k76erqQnFxMQBALBbbZCpFX9CVHfROuqOjgxkjRItzTU0N4+5l7wQZ8N96WV9fXwQHBw/o/4Y9RokWaQAmIuXm5tanq45EpAAAGZ9JREFUSNNx2eFywyKEoK6uDpWVlXc1ju8t3CEUCpGZmYnAwEAcPnwYSUlJ2L17t81Njizh8uXLeOCBBxAXF8f8P+zZswdnzpzBjRs3QFEUgoOD8f777zMC/de//hUnTpwAj8dDeno6HnrooaFa7ugWZKlUiueffx5yuRwSiQSJiYlITk7udeS4wWBAVVUVGhoaEBISYjbjzT7uyuVydHZ2T/91d3c3iUfb6pdOr9ejoqICLS0tiIiI6DE0c6gxGo1ob29HWVkZ08TB4/F6iNRQiw5dNqbRaCCRSAZNHO70U2aXoLE77iiKYtqwASAyMtKquKytUavVKCwshEAggFgs7vcJS6/Xo76+Hi+//DKuX78OR0dH+Pn5YcmSJdi8efMgrXrEMLoFmUan06GgoABZWVnIycnBjRs34ODggPj4eCQkJCAhIQGXL1/GuHHjkJCQcNemBXOwf0npUAePxzOJx/Y3acYOBYhEIgQEBNjd54G9s2Jn4enrp3fS9E6KFihPT89B67aj2+Grqqp6LRsbbMztJPV6PfR6Pfz9/SESiezWEk5DJzerq6vNTsO2lOLiYmzatAlTp07Fa6+9BhcXF3R0dDDGUBx3hRNkcxBCoFAocO3aNXz66af4/PPPIRKJ4OPjg4SEBCQmJmLq1KnMZFxr0Ol0jEDJ5XImaUbvos2NN6eRy+UoLi6Gu7s7wsLChkUooKOjAzKZDB4eHggNDe1zTXfG42lPXfra6ZvUQOjs7IRMJmPeJ3s1vrBRKpUoLCyEq6srfH19mdOUPVrCaVQqFQoLCwdkHK/X63HkyBF89tlneOedd/Cb3/zGpmvsreOutbUVy5cvZ5p4zp49Cy8vLxBCkJaWhoyMDAiFQnz44YdISEiw6ZoGAU6Q74ZGo8G6devw4osvQiwWo66uDlKplNlJNzY2Ijw8HImJiUhKSkJ8fLzVx3F20owWar1ez8Sj6U6z0tJSaLVaiMViu48HAv7bXqxUKhEZGWnVbDQajUZjEo9mN3L0dZNiQ1d0yOVyREZGDguvB6PRiPLycrS0tPRaZdJXS7inpycEAoHNRJoQYlJeZ21jTlFRETZt2oTp06dj165dA76RmqOurg51dXUmHXdffvklPvzwQ3h7e2Pbtm3Yt28f2trasH//fmRkZOCdd95BRkYGsrOzkZaWhuzsbJuvy8ZwgjwQ6NrM7OxsZGdnIy8vjxn1Tot0dHS01TtYOrPf3t6O2tpaKBQKODs7w9vbmxEoW8aj+wN7onJwcDDGjx9v83XQc97udpPy8PBgdnS0H0ZpaemwSZABYPxSaOOd/oSW2JUNHR0dA2oJZ6NQKFBYWAgvLy+EhoZa3bF36NAh/OMf/8Dhw4cxbdq0fv8Ma1m8eDFSU1ORmpqKzMxM+Pv7o66uDrNmzYJMJsO6deswa9YsrFy5EkB3jJ5+3jCGE2Rbo1KpkJeXB6lUCqlUips3b8Ld3Z0R6OTkZIhEIou9bmnDHfqXmRDCxGPpJg4ej8cIFLs+erCga2XHjBmD0NDQIQ0F0ElTWqDp8jOhUAiFQgEXFxdERUUN+ntgCTqdDiUlJVCr1YiKirJJ5Qu7JdzcSaK3lnAaeuhpc3MzoqKirD7RFBYWYuPGjZg5cyZeffXVIX2/KyoqMGPGDOTn5yMwMBDt7e3M17y8vNDW1oaHH34Y27Ztw29/+1sAwJw5c7B//34kJSUN2TqtYHQ3hgwGQqEQ06dPx/Tp0wF0/wK1tLRAKpUiOzsbn3zyCW7fvo3AwEAkJycjMTERiYmJTOkdjUKhgEwmg7Ozcw/DnTFjxpgcL+nxOXK5nGnicHFxMdlF2iLOTE9QUavViImJsUutLEVRcHNzg5ubGwICAhiBqa+vh7e3NwwGA5OUNVfZMBSwW8NtfXrob0s4+z3o6upCUVERxo4di6SkJKt3xW+99Ra++uorHDlyxCKfFVuiUCiQkpKC9PT0u4aizG0ih8NpyRZwgjwAKIqCr68vFi5cyNj70Ube2dnZ+Oabb7Bv3z4olUpER0cjKioKOTk5mD9/Ph599FGLOtruHJ9D/4LK5XLG+Y3uNKNFuj9NDPRUiurqartVKpiDdhsbN24c7rvvPpPrYbeDs0vw2PFYW7WDs6FHKfH5/CEbpURRFFxcXODi4sJ0oLHd/5qamlBQUAC9Xs/c+Nvb2/vdEn7z5k1s3LgRs2fPxuXLl4e8TK+3jju6yaOuro65Sd0LHXfWwoUshgC1Wo1XXnkFn3zyCSZNmoTa2loIBALEx8cjKSkJSUlJCA8Pt7q0jY5H06EOhUIBiqJMBMpc6VV7ezuKi4uH3Jz9bmi1WhQXF0On00EikVgcCqBPEuzKFoFAYHKSsFZk2BNFBlI2Zmva29tRVFTEeEzTIk2HeyxpCdfpdEhPT8f58+dx5MgRuxz7e+u427p1K3x8fJikXmtrK/72t7/h/PnzOHToEJPU27RpE6RS6ZCvu59wMeThAiEEJ0+exPLly+Hq6gpCCDo6OpCTk4Ps7GxIpVKUlpbC39+fiUcnJSVh7NixVu/y6PpYdn0wXXrm4uKC5uZmGI1GREZG2qXL6k7YiUR6jNJAdrh3WnR2dHSYPer3Fe6hRyl5eXkNm5uWpcbx5lrCCSFwdnbGxYsXIRKJ8MEHH+DBBx/E9u3b7da80lvH3bRp07Bs2TJUVVUhMDAQn332Gby9vUEIQWpqKi5cuAChUIiTJ08O9/gxwAnyvQUdOsjKymKShrSXMC3QU6ZMGVCTQVdXF8rKytDc3AyBQABCCCNQ9E7SHvW8dJ0znUgcLNFjH/XpP73tIg0GA2OYJJFIBlTyZ0voidh0w1B/PwtGoxF1dXXYsWMH8vLywOfz4erqikceeQQvvvjiIK2aA5wg3/vo9XoUFhYytdF5eXkghGDy5MmMSEdGRlokorQxEdvngS49Y9cHGwwGphXa09PTIr+GgVwfbbojkUjsUnvNDvfQu0i9Xg+dTgcfHx8EBQUN6ntgKXRVh0ajGVClyS+//IJNmzbhoYcewksvvQQnJyd0dXWhvr4eISEhNl41BwtOkEcadFnYtWvXmF20TCaDl5eXSendhAkTmJ2TSqXCrVu3QAixyJiINtVhC5StW6EJIWhoaEB5eTkCAwNN1mtP2PHrgIAAprqBtmelPUuGwuifDW1QNJCqDq1WizfeeAPffPMN3nvvPUyZMsXm61y7di2+/vpr+Pn5IT8/HwCG63w7e8AJ8miALsOiG1hycnJQV1eHoKAgUBSFzs5OvPvuu1ZPCwb+W9VAi7RKpYJAIDDxj7a04oA9KWM4mNgDpj4dYWFhTDafjU6nM4nJD3anHdAtojKZDISQARkU/fTTT0hLS2PqdwfrPf/+++/h5uaGxx9/3ESQ3dzczM63W7lyJWOFORzn29kYrg55NEBRFMaNG4dFixZh0aJFAICrV6/iqaeeQnR0NEQiEdauXQu1Wo3Y2FjG9S4mJsbiX0xzJvfsVvCqqipotVrGP5m2JmWHUgwGA9O0MJBWXltDez30NWePz+f3eA/uNnzVGqN/GvYJorcbhCVoNBq8/vrr+Pbbb3Hs2DFMmjTJqp9jKTNmzEBFRYVFz70X5tvZA06QRyDjxo3DhQsXMHHiROYxjUaDGzduICsrC++++y7y8/MhFAqRkJDAxKODg4MtjpWaa2Cg/ZMbGhpQUlICQgjc3NzA4/HQ3NyMgIAAJCcn2z0eC3SHZiorK9HY2Gj1DcLc8FX6RtXa2oqKigqLjP7ZsI3jBzKI9caNG0hLS8MjjzyC77//3q4mVffqfDt7MOIF+cKFC0hLS4PBYMBTTz2Fbdu22XtJg05oaGiPxwQCAaZNm8Z4EhBC0NbWhpycHGRlZeHzzz9n7D5pgU5MTDQ7udsc7MnYdJE+vfvUarVwc3NDfX09mpqaeozKGur4sVwuZ7rabHmD6K2Jgz0y6tatW4zRP7uRh6IoJmwSERHBNAL1F41Gg/379+OHH37AiRMnEBcXZ5Nrs5b169djx44dzHy7559/HidOnBjR3XYDYUQLssFgwIYNG/Cf//yHmYC8aNEiREdH23tpdoeiKHh7e2PBggVMMoXeNWZnZ+O7777DG2+8wVRA0KGOSZMm9ZkYZDdS0DXFNGxrzvr6enR1ddnkmG8Jer2eca+LjY0dkvZwdjs4faNiJ06rq6sZYyGBQICJEycyJYn9Fajr16/j2WefRUpKCjIzM4eFdeu9PN/OHoxoQZZKpQgPD2d2jCtWrMC5c+c4Qe4FBwcHhISEICQkBCtWrADQLaD5+fnIysrC6dOn8fPPP8PR0ZEx+E9OTkZERASTjGlqakJ5eTm8vb2RnJzcI0nD5/Ph4+PDzLqjGzjkcjna2tpMjvm2HJVFDzQNDAzsczDsYEN7cbi7u6O6uhqdnZ2IjY0Fj8djho+yjf7pG1Vv1S1qtRp79+7F1atXcerUKcTExNjhqszDnm/3xRdfIDY2FgCwaNEirFq1Cps3b0ZtbS1KSkowdepUey51WDCiBbmmpsYkjioSie4F39RhBZ/PR3x8POLj47F+/XrGke7atWvIysrC7t27UVJSgjFjxsBoNMLb2xv79+9nqjz6gm2oY+6YX1dXh+LiYpNRWf0ZFUVPn3ZwcBgy/wlLoM3sPTw8TG5c7AnR5k4TdHWLQqGAp6cnWlpa8Nxzz2H58uXIzMy0q1H/ypUrkZmZiebmZohEIuzatQuZmZk95tsBQExMDJYtW4bo6GjweDwcPnx4JFdYWMyILnv77LPPcPHiRRw7dgwA8NFHH0EqleKdd96x88pGFhcuXMDmzZsxf/58ODk5ITc3F01NTYiIiGAc7xISEgbkytbfUVls06SBxGRtDT0Vu6GhARKJxCKDKTZ00vDLL7/E8ePHUVVVhaSkJMyePRsrV640mz/gGBZwZW9cnGpoEIvF+PHHH00qFQwGA4qKipCdnY0vv/wSr7zyCgwGQw+Df0t3dI6Ojj2sSekdJNua1NnZGS4uLmhtbYWXlxemTp06bHZetHE8Hc6xJpno7OyMn3/+GR999BHWrFmDtLQ0VFVVIScnB3q9fhBWzTGUjOgdsl6vh1gsxqVLl5iSq08++cSmMbbg4GAmxsnj8ZCbm9vrLLDRjkqlwvXr15kuQ/rIzu4yHMhAV71ej5KSErS2tsLT0xNqtbrHFBJbxKP7C3vE00CM47u6urB7925cv34d77//PiQSiY1Xar7bboTNtrMXXKceAGRkZODZZ5+FwWDA2rVrsX37dpv+/ODgYOTm5pociV944QWzs8A4TCGEoLm5mTH4l0qlqK6uRlBQkEnpnaenZ5+hDto/mbaipEWd7Xgml8vR2dkJiqJM4tGDaXBPl9j5+fkhKCjI6ptNVlYWtmzZgtWrVyMtLW3Qbirmuu16+zzfo7Pt7AUnyEOBOUFmz/hizwLj6Buj0YjS0lJGoHNzc6FSqRAdHc2IdFxcHNNGrFKpUF5eDq1Wa7F/Mh2PvtuorIG2QdNucXK5HFFRUVaX2KlUKrz22mu4ceMGjh49CrFYbPWaLKWiogIPP/wwI8i9fZ7v0dl29oKLIQ8FFEVh/vz5oCgK69atwzPPPIOGhgbmQ+nv74/GxkY7r/LewcHBAREREYiIiMDq1asBdHs6/PTTT8jOzsbRo0eRn5/PTFKRyWQ4evQokpKSLN41motH23JUFj34dMKECUhMTLRa2H/88Uds3boVa9aswZtvvmm3WHhvn2dzVUw1NTWcIA8ATpAHyJUrVzBhwgQ0NjZi3rx5gxLXG+04OTkhOTkZycnJSE1NRUtLC1atWgWj0YgVK1bg4MGDKCsrw4QJE5ja6KSkJPj6+loshrYYlcVuPJk8ebLVg0+VSiX+8pe/ID8/H2fPnkVERIRVP2ew4brtbA8nyAOErtrw8/PDkiVLIJVKe50FxmEbPD09sWvXLhMvBEIIqqqqkJ2djatXr+Ltt99GW1tbD4N/S61D2W3Q48ePB2DqnVxdXW0yKsvBwQHNzc0DajwhhODKlSv485//jLVr1yI9PX1YVIiMxtl29oKLIQ8ApVIJo9EId3d3KJVKzJs3D6+88gouXbpkdhaYNXBZb+vR6/UoKChgbEnz8vJAUVQPg/+BiF5XVxcKCwuZEIdarWZGZbHj0X2hVCqxc+dOFBUV4YMPPkBYWJjVaxood8aQR9hsO3vBJfUGm7KyMixZsgRA9y//qlWrsH37drS0tJidBWYNXNbbdtAdgLm5uZBKpcjJyYFMJoO3t7dJ6Z2/v79FO1y6HftO4/g7Z/lpNJpeR2URQvDDDz9g27ZtePrpp7F+/Xq7uuGxu+3GjRuHXbt24ZFHHhlJs+3sBSfIIwUu6z140N7DbIP/+vp6hIaGMoZK8fHxjCMb0C24dNWMRCLpsx3b3Kgs2sBJp9Ohvb0df//734ekgoLDbnBVFiMVLuttOyiKwvjx47F48WIsXrwYQHesuLi4GFlZWfjnP/+JXbt2QavVIiYmBgKBACUlJThx4oTF7ytFURAKhRAKhfD39wchBO3t7fjiiy8QGhqKCRMmYNWqVXjiiSeQmpo6mJfLMczhBHkEwWW9bYODgwMkEgkkEgmeeOIJAEB5eTnWrFkDnU6HkJAQpKSkwNXV1cTg35LGj87OTuzYsQMVFRU4c+YMgoODma/187RqMVw36b0DJ8j3IFzWe+hxcHDAyy+/jPnz5wPoFs/W1lbG4P/s2bOorKzExIkTTboMvby8QFEUCCHIzMzESy+9hA0bNuC9997rId6DefP89ttvTZqX9u3bhzlz5jB5iH379nHdpMMBQkh//nDYgfLychITE8P8e8uWLWTv3r2EEEL27t1Ltm7dSggh5OuvvyYPPvggMRqN5OrVqyQ5Oblfr/PHP/6RjB071uS1Xn31VTJhwgQyefJkMnnyZHL+/Hnma3v27CFhYWFELBaTCxcuDOQSRwQGg4GUlpaSjz/+mKSlpZHp06eTSZMmkUcffZTMmDGDLFiwgFRWVg75uoKCgkhTU5PJY2KxmNTW1hJCCKmtrSVisXjI1zXKsEhjOUEe5qxYsYKMHz+e8Hg8EhAQQI4dO0aam5vJ7NmzSXh4OJk9ezZpaWkhhBBiNBrJn/70JxIaGkpiY2NJTk5Ov17ru+++I9euXeshyK+//nqP5xYUFJBJkyYRtVpNysrKSGhoKNHr9QO72BGIVqslubm55NVXXyUGg8EuawgODibx8fEkISGBvP/++4QQQjw9PU2eM2bMGHssbTRhkcZyIYthzpkzZ8w+funSpR6PURSFw4cPW/1a3NRg28Pn8xlPaHvBdZPeO9h//C/HsOfQoUOYNGkS1q5di7a2NgC9V3RwDD/u1k0KgOsmHUZwgsxxV9avX4/S0lLcuHED/v7+eP755wFwFR33CkqlEp2dnczf//3vfyM2NhaLFi3CqVOnAACnTp1iSv447AsXsuC4K9zU4HubhoaGHt2kDz74IJKTk7Fs2TIcP36c6b7jGAZYGmwmXFJvVHBnRQediSeEkDfffJMsX76cEEJIfn6+SVIvJCSk30m9qqoqMmvWLCKRSEh0dDRJT08nhBDS0tJC5s6dS8LDw8ncuXNJa2srIaQ7ablx40YSFhZG4uLiyLVr1wZ6uRwcQwVXZcHRP8xVdKxevZrExsaSuLg48oc//MFEoHfv3k1CQ0OJWCwmGRkZ/X692tpaRlQ7OjpIREQEKSgoIFu3bjUp63vhhRcIIYScP3/epKxv6tSpNrhqDo4hwSKN5bwsOIYNixcvRmpqKlJTUzmvDo6RhkUJFi6pxzEsqKioQF5eHqZNm9Zvr47RxIULFxAZGYnw8HDs27fP3svhsDGcIHPYHYVCgZSUFKSnp8PDw6PX55k7zY2myg6DwYANGzbgX//6F27evIkzZ87g5s2b9l4Whw3hBJnDruh0OqSkpOCxxx7D0qVLAaDXGtnRXtkhlUoRHh6O0NBQODk5YcWKFTh37py9l8VhQzhB5rAbhBA8+eSTiIqKwubNm5nHe6uRXbRoEU6fPg1CCLKysuDp6dnv+PHt27fxu9/9DlFRUYiJicFbb70FANi5cycCAgIwZcoUTJkyBRkZGcz37N27F+Hh4YiMjMTFixcHetlWw4VsRj5cHTKH3bhy5Qo++ugjxMXFYcqUKQCAPXv2YNu2bWZrZBcuXIiMjAyEh4czEyr6C4/Hw4EDB5CQkIDOzk4kJiZi3rx5AIDnnnsOW7ZsMXn+zZs38emnn6KgoAC1tbWYO3cuiouL7TLrbrSHbEYD/a2y4OAYUVAUdQ7AIQDTASgIIW/c8fUXAYAQsvfXf18EsJMQctUOa73/19deYG5tHPc+XMiCY9RCUVQwgHgA9ODBVIqifqYo6gRFUbRbewCA26xvq/71MXuQAyCCoqgQiqKcAKwA8JWd1sIxCHCCzDEqoSjKDcD/A/AsIaQDwLsAwgBMAVAH4AD9VDPfbpdjJSFEDyAVwEUAhQDOEkIK7LEWjsGBiyFzjDooiuKjW4w/JoT8AwAIIQ2srx8F8PWv/6wGMJH17SIAtUO01B4QQjIAZPT5RI57Em6HzDGqoLqzYMcBFBJC3mQ9zi7XWAIg/9e/fwVgBUVRAoqiQgBEAJAO1Xo5RhfcDpljtDEdwP8C+IWiqBu/PvYSgJUURU1BdziiAsA6ACCEFFAUdRbATQB6ABsIIYYhXzXHqICrsuDg4OAYJnAhCw4ODo5hAifIHBwcHMMETpA5ODg4hgmcIHNwcHAME/4/WK0rqO7KsIwAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f673218e6d8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#input\n",
    "INPUT_temp = INPUT.reshape(-1,3)\n",
    "est = KMeans(n_clusters=n_clusters)\n",
    "est.fit(INPUT_temp)\n",
    "labels = est.labels_\n",
    "\n",
    "\n",
    "fig = plt.figure()\n",
    "ax = fig.add_subplot(111, projection='3d')\n",
    "ax.scatter(INPUT_temp[:, 0], INPUT_temp[:, 1], INPUT_temp[:, 2],c=labels.astype(np.float), edgecolor='k')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 851,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[254.55660945 254.63580979 254.52536344]\n",
      " [ 84.45216401  15.52687927  97.81230068]\n",
      " [228.72208639 169.72697637 230.02200489]\n",
      " [244.6025398   21.55022745 243.57695224]\n",
      " [147.30822711 201.98261877  61.3580533 ]\n",
      " [ 28.66733467  14.88543754  27.48630595]\n",
      " [164.75468317   4.68577944 166.33800293]\n",
      " [134.8538206  126.65697674 159.67774086]]\n",
      "Counter({0: 54823, 6: 6139, 3: 5277, 1: 4393, 5: 2990, 2: 1229, 7: 1202, 4: 863})\n"
     ]
    }
   ],
   "source": [
    "print (est.cluster_centers_)\n",
    "print(collections.Counter(labels))\n",
    "INPUT_centers = est.cluster_centers_\n",
    "INPUT_label_nums = collections.Counter(labels)\n",
    "INPUT_labels = est.labels_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 852,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f672a827ef0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#output\n",
    "OUPUT_temp = OUTPUT.reshape(-1,3)\n",
    "est = KMeans(n_clusters=n_clusters)\n",
    "est.fit(OUPUT_temp)\n",
    "labels = est.labels_\n",
    "\n",
    "\n",
    "fig = plt.figure()\n",
    "ax = fig.add_subplot(111, projection='3d')\n",
    "ax.scatter(OUPUT_temp[:, 0], OUPUT_temp[:, 1], OUPUT_temp[:, 2],c=labels.astype(np.float), edgecolor='k')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 853,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[254.42046213 254.50033391 254.54187258]\n",
      " [171.33928571  99.64285714 116.69642857]\n",
      " [251.09701493 176.30895522 197.07313433]\n",
      " [ 33.2320442    8.50276243  13.60773481]\n",
      " [211.42906574 138.26643599 160.68858131]\n",
      " [224.81609195 212.0545977  212.82471264]\n",
      " [123.40366972  61.9266055   77.06422018]\n",
      " [116.53947368 100.63157895 103.81578947]]\n",
      "Counter({0: 7487, 2: 670, 5: 348, 4: 289, 3: 181, 6: 109, 7: 76, 1: 56})\n"
     ]
    }
   ],
   "source": [
    "print (est.cluster_centers_)\n",
    "print(collections.Counter(labels))\n",
    "OUTPUT_centers = est.cluster_centers_\n",
    "OUTPUT_label_nums = collections.Counter(labels)\n",
    "OUTPUT_labels = est.labels_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 854,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f672a930b38>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#construct mapping between two central points\n",
    "#actually, one solution is enough. For convenience, we directly map the number of categories according to the number of categories.（OUTPUT_label_nums）\n",
    "\n",
    "#input_mask\n",
    "\n",
    "h = INPUT.shape[0]\n",
    "w = INPUT.shape[1]\n",
    "\n",
    "new_input = Image.new(\"RGB\",(h,w))\n",
    "INPUT_labels = INPUT_labels.reshape(h,w)\n",
    "\n",
    "for i in range (0,h):\n",
    "    for j in range (0,w):\n",
    "        temp = INPUT_labels[i][j]\n",
    "        r = int(OUTPUT_centers[temp][0])\n",
    "        g = int(OUTPUT_centers[temp][1])\n",
    "        b = int(OUTPUT_centers[temp][2])\n",
    "        new_input.putpixel([i,j],(r,g,b))\n",
    "            \n",
    "new_input = new_input.rotate(-90)  \n",
    "new_input = new_input.transpose(Image.FLIP_LEFT_RIGHT) \n",
    "plt.axis('off')\n",
    "plt.imshow(new_input)  \n",
    "new_input.save(\"result.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 726,
   "metadata": {},
   "outputs": [],
   "source": [
    "#make gif\n",
    "import matplotlib.pyplot as plt\n",
    "import imageio,os\n",
    "\n",
    "INDEX_num = 77\n",
    "def INDEX(i):\n",
    "    if i>=10:\n",
    "        return str(i)\n",
    "    else:\n",
    "        return '0'+str(i)\n",
    "\n",
    "def remove_mask(s):  \n",
    "    img=np.array(Image.open('/home/dedekinds/deep-photo-styletransfer-tf/examples/segmentation/out_000'+INDEX(s)+'.png'))#out_00071.png\n",
    "    INPUT = np.array(Image.open(str(s)+'.png'))\n",
    "    c = Image.new(\"RGB\",img.shape)   \n",
    "    for i in range (0,img.shape[0]):\n",
    "        for j in range (0,img.shape[1]):\n",
    "            if img[i,j]:\n",
    "                c.putpixel([i,j],(INPUT[i,j,0],INPUT[i,j,1],INPUT[i,j,2]))\n",
    "            else:\n",
    "                c.putpixel([i,j],(0,0,0))\n",
    "\n",
    "    c = c.rotate(-90)  \n",
    "    c = c.transpose(Image.FLIP_LEFT_RIGHT)\n",
    "    #print(str(s))\n",
    "    c.save(str(s)+'_without_mask.png')\n",
    "    \n",
    "    \n",
    "images = []\n",
    "#filenames=sorted((fn for fn in os.listdir('.') if fn.endswith('.png')))\n",
    "filenames = []\n",
    "\n",
    "\n",
    "for i in range(INDEX_num):\n",
    "    remove_mask(i)\n",
    "    filenames.append(str(i)+'_without_mask.png')\n",
    "    \n",
    "for filename in filenames:\n",
    "    images.append(imageio.imread(filename))\n",
    "imageio.mimsave('gif.gif', images,duration=0.04)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f673a27f6a0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#(INPUT  OUTPUT)original color distribution\n",
    "img = INPUT\n",
    "\n",
    "from mpl_toolkits.mplot3d import Axes3D  \n",
    "fig = plt.figure()\n",
    "ax = fig.add_subplot(111, projection='3d')\n",
    "x = img[:,:,0].reshape(-1,1)\n",
    "y = img[:,:,1].reshape(-1,1)\n",
    "z = img[:,:,2].reshape(-1,1)\n",
    "rgb = np.concatenate((x,y,z),axis=1)/255\n",
    "ax.scatter(x, y, z, edgecolors='k', facecolors=rgb)\n",
    "\n",
    "#ax.scatter(x, y, s=100, facecolors=rgb, edgecolors='k')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(132, 126, 3)"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.shape(INPUT)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(16632,)"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.shape(INPUT_labels)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "16632"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "132*126"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "253.62920474431746"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "OUTPUT_centers[0][0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "\n",
    "num = 78\n",
    "style_image = 'lym.jpg'\n",
    "style_mask = 'out_00000.png'\n",
    "\n",
    "def INDEX(i):\n",
    "    if i>=10:\n",
    "        return str(i)\n",
    "    else:\n",
    "        return '0'+str(i)\n",
    "\n",
    "for i in range(num):\n",
    "    os.system('python deep_photostyle_gif.py --content_image_path ./examples/input/000'+INDEX(i)+'.jpg --style_image_path ./examples/style/'+style_image+' --content_seg_path ./examples/segmentation/out_000'+INDEX(i)+'.png --style_seg_path ./examples/segmentation/'+style_mask+' --style_option 2 --output_image '+str(i)+'.png')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [conda env:tensorflow_gpu]",
   "language": "python",
   "name": "conda-env-tensorflow_gpu-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
